Face Generation

In this project, you'll use generative adversarial networks to generate new images of faces.

Get the Data

You'll be using two datasets in this project:

  • MNIST
  • CelebA

Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.

If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".

In [1]:
data_dir = './data'

# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper

helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data
Found celeba Data

Explore the Data

MNIST

As you're aware, the MNIST dataset contains images of handwritten digits. You can view the first number of examples by changing show_n_images.

In [2]:
show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot

mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
Out[2]:
<matplotlib.image.AxesImage at 0x7f0ba884b358>

CelebA

The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.

In [3]:
show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
Out[3]:
<matplotlib.image.AxesImage at 0x7f0ba565bac8>

Preprocess the Data

Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.

The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).

Build the Neural Network

You'll build the components necessary to build a GANs by implementing the following functions below:

  • model_inputs
  • discriminator
  • generator
  • model_loss
  • model_opt
  • train

Check the Version of TensorFlow and Access to GPU

This will check to make sure you have the correct version of TensorFlow and access to a GPU

In [4]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf

# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer.  You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))

# Check for a GPU
if not tf.test.gpu_device_name():
    warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.0.1
Default GPU Device: /gpu:0

Input

Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:

  • Real input images placeholder with rank 4 using image_width, image_height, and image_channels.
  • Z input placeholder with rank 2 using z_dim.
  • Learning rate placeholder with rank 0.

Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)

In [5]:
import problem_unittests as tests

def model_inputs(image_width, image_height, image_channels, z_dim):
    """
    Create the model inputs
    :param image_width: The input image width
    :param image_height: The input image height
    :param image_channels: The number of image channels
    :param z_dim: The dimension of Z
    :return: Tuple of (tensor of real input images, tensor of z data, learning rate)
    """
    # TODO: Implement Function
    real_input = tf.placeholder(dtype=tf.float32, shape=[None, 28, 28, image_channels], name="real_input_images_ph")
    z = tf.placeholder(dtype=tf.float32, shape=[None, z_dim], name="generator_noise_input_ph")
    learning_rate = tf.placeholder(dtype=tf.float32, name="learning_rate_ph")
    return real_input, z, learning_rate


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
Tests Passed
In [6]:
def dense(x, out_units):
    return tf.layers.dense(x, out_units, activation=None, use_bias=False, 
                           kernel_initializer=tf.random_normal_initializer(mean=0.0, stddev=0.02))

def conv2d(x, output_space):
    return tf.layers.conv2d(x, output_space, kernel_size=5, strides=2, padding="same", activation=None, 
                            use_bias=False, kernel_initializer=tf.random_normal_initializer(mean=0.0, stddev=0.02))

def leaky_relu(x, alpha=0.2):
     # non-linear activation function
    return tf.maximum(alpha * x, x)

Discriminator

Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variabes in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the generator, tensor logits of the generator).

In [7]:
def discriminator(images, reuse=False):
    """
    Create the discriminator network
    :param image: Tensor of input image(s) - shape = (None,28,28,3)
    :param reuse: Boolean if the weights should be reused
    :return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
    """

    with tf.variable_scope("discriminator", reuse=reuse):
        # Use LeakyReLU activation in the discriminator for all layers but the input layer.
        # convolution > Leaky RELUs, we do not use batch_norm on the first layer of the discriminator
        conv1 = conv2d(images, 64)
        conv1 = leaky_relu(conv1)
        
        # convolution > batch normalization > Leaky RELUs
        conv2 = conv2d(conv1, 128)
        conv2 = tf.layers.batch_normalization(conv2, training=True)
        conv2 = leaky_relu(conv2)
        
        conv3 = conv2d(conv2, 256)
        conv3 = tf.layers.batch_normalization(conv3, training=True)
        conv3 = leaky_relu(conv3) # non-linear activation function
        
        flatten = tf.contrib.layers.flatten(conv3)
        
        logits = dense(flatten, 1)
        output = tf.nn.sigmoid(logits)
        
    return output, logits


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)
Tests Passed

Generator

Implement generator to generate an image using z. This function should be able to reuse the variabes in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.

In [8]:
def generator(z, out_channel_dim, is_train=True):
    """
    Create the generator network
    :param z: Input z
    :param out_channel_dim: The number of channels in the output image
    :param is_train: Boolean if generator is being used for training
    :return: The tensor output of the generator
    """
    # Use ReLU activation in generator for all layers except for the output, which uses Tanh
    with tf.variable_scope('generator', reuse= not is_train):
        x = dense(z, 2*2*512)
        x = tf.reshape(x, [-1,2,2,512])
        x = tf.layers.batch_normalization(x, training=is_train)
        x = tf.nn.relu(x) 
        # shape=(?, 2, 2, 512)
        
        t_conv1 = tf.layers.conv2d_transpose(x, 256, 5, strides=2, padding="valid", activation=None, use_bias=False)
        t_conv1 = tf.layers.batch_normalization(t_conv1, training=is_train)
        t_conv1 = tf.nn.relu(t_conv1)
        # shape=(?, 7, 7, 256)
        
        t_conv2 = tf.layers.conv2d_transpose(t_conv1, 128, 5, strides=2, padding="same", activation=None, use_bias=False)
        t_conv2 = tf.layers.batch_normalization(t_conv2, training=is_train)
        t_conv2 = tf.nn.relu(t_conv2)
        # shape=(?, 14, 14, 128)
        
        # we do not apply batch normalization to the last layer of the generator
        # also, we apply tanh instead of relu to the output layer of the generator
        output = tf.layers.conv2d_transpose(t_conv2, out_channel_dim, 5, strides=2, padding="same", activation=tf.nn.tanh, use_bias=False)

        return output


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(generator, tf)
Tests Passed

Loss

Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:

  • discriminator(images, reuse=False)
  • generator(z, out_channel_dim, is_train=True)
In [9]:
def model_loss(input_real, input_z, out_channel_dim):
    """
    Get the loss for the discriminator and generator
    :param input_real: Images from the real dataset
    :param input_z: Z input
    :param out_channel_dim: The number of channels in the output image
    :return: A tuple of (discriminator loss, generator loss)
    """
    smooth = 0.1
    generated_image = generator(input_z, out_channel_dim, is_train=True)
    
    # we build 2 discriminator nets, one for real data one for fake data (comming from the generator)
    d_model_real, d_logits_real = discriminator(input_real, reuse=False)
    
    # reuse the variables here so that a new set of variables will not be created
    d_model_fake, d_logits_fake = discriminator(generated_image, reuse=True) 
    
    # since these are all real images, wee want the labels to be all ones, with label smoothing
    d_loss_real = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, 
                                                                         labels=tf.ones_like(d_model_real) * (1 - smooth)))
    
    # Since we want the discriminator to output 1 for real images and 0 for fake images, the logits here are all zeros
    d_loss_fake = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, 
                                                                         labels=tf.zeros_like(d_model_fake)))
    
    # for the generator loss, we use the fake logits from the discriminator with labels all ones
    generator_loss = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, 
                                                                            labels=tf.ones_like(d_model_fake) * (1 - smooth)))
    
    # for the discriminator, the total loss is the sum of the losses for the real and fake images
    discriminator_loss = d_loss_real + d_loss_fake
    
    return discriminator_loss, generator_loss


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed

Optimization

Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).

In [10]:
def model_opt(d_loss, g_loss, learning_rate, beta1):
    """
    Get optimization operations
    :param d_loss: Discriminator loss Tensor
    :param g_loss: Generator loss Tensor
    :param learning_rate: Learning Rate Placeholder
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :return: A tuple of (discriminator training operation, generator training operation)
    """
    all_vars = tf.trainable_variables()
    g_vars = [var for var in all_vars if var.name.startswith("generator")]
    d_vars = [var for var in all_vars if var.name.startswith("discriminator")]
    
    # If we don't include the update ops as dependencies on the train step, the 
    # tf.layers.batch_normalization layers won't update their population statistics,
    # which will cause the model to fail at inference time
    with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
        discriminator_train_op = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
        generator_train_op = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)

    return discriminator_train_op, generator_train_op


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_opt(model_opt, tf)
Tests Passed

Neural Network Training

Show Output

Use this function to show the current output of the generator during training. It will help you determine how well the GANs is training.

In [11]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np

def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
    """
    Show example output for the generator
    :param sess: TensorFlow session
    :param n_images: Number of Images to display
    :param input_z: Input Z Tensor
    :param out_channel_dim: The number of channels in the output image
    :param image_mode: The mode to use for images ("RGB" or "L")
    """
    cmap = None if image_mode == 'RGB' else 'gray'
    z_dim = input_z.get_shape().as_list()[-1]
    example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])

    samples = sess.run(
        generator(input_z, out_channel_dim, False),
        feed_dict={input_z: example_z})

    images_grid = helper.images_square_grid(samples, image_mode)
    pyplot.imshow(images_grid, cmap=cmap)
    pyplot.show()

Train

Implement train to build and train the GANs. Use the following functions you implemented:

  • model_inputs(image_width, image_height, image_channels, z_dim)
  • model_loss(input_real, input_z, out_channel_dim)
  • model_opt(d_loss, g_loss, learning_rate, beta1)

Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.

In [12]:
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
    """
    Train the GAN
    :param epoch_count: Number of epochs
    :param batch_size: Batch Size
    :param z_dim: Z dimension
    :param learning_rate: Learning Rate
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :param get_batches: Function to get batches
    :param data_shape: Shape of the data
    :param data_image_mode: The image mode to use for images ("RGB" or "L")
    """

    image_width, image_height, image_channels = data_shape[1], data_shape[2], data_shape[3]
    
    # get the inputs and learning rate placeholders
    real_input, z, lr = model_inputs(image_width, image_height, image_channels, z_dim)
    
    # get the model loss operations
    d_loss, g_loss = model_loss(real_input, z, image_channels)
    
    # get the training operations
    d_train_op, g_train_op = model_opt(d_loss, g_loss, lr, beta1)

    with tf.Session() as sess:
        sess.run(tf.global_variables_initializer())
        for epoch_i in range(epoch_count):
            for batch_counter, batch_images in enumerate(get_batches(batch_size)):
                
                # generate a random noise vector for feeding the generator
                batch_z = np.random.uniform(-1.0, 1.0, size=(batch_size, z_dim))
                
                # run network optimizers
                d_op, d_train_loss = sess.run([d_train_op, d_loss], feed_dict={real_input: batch_images, z: batch_z, lr: learning_rate})
                g_op, g_train_loss = sess.run([g_train_op, g_loss], feed_dict={real_input: batch_images, z: batch_z, lr: learning_rate})
                
                # display the generator and discriminator loss during training
                if batch_counter % 10 == 0:
                    print("Epoch {}/{}...".format(epoch_i+1, epoch_count),
                          "Discriminator Loss: {:.4f}...".format(d_train_loss),
                          "Generator Loss: {:.4f}".format(g_train_loss))    
                
                # display some of the generator output images during training
                if batch_counter % 100 == 0:    
                    show_generator_output(sess, 20, z, image_channels, data_image_mode)

MNIST

Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.

In [13]:
batch_size = 128
z_dim = 100
learning_rate = 0.0002
beta1 = 0.5


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 10

mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
          mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/10... Discriminator Loss: 2.1497... Generator Loss: 2.7094
Epoch 1/10... Discriminator Loss: 0.8496... Generator Loss: 5.1474
Epoch 1/10... Discriminator Loss: 0.6075... Generator Loss: 5.1298
Epoch 1/10... Discriminator Loss: 0.7498... Generator Loss: 7.7806
Epoch 1/10... Discriminator Loss: 0.7493... Generator Loss: 6.1721
Epoch 1/10... Discriminator Loss: 0.6882... Generator Loss: 6.2109
Epoch 1/10... Discriminator Loss: 0.5879... Generator Loss: 5.0652
Epoch 1/10... Discriminator Loss: 0.4311... Generator Loss: 4.1596
Epoch 1/10... Discriminator Loss: 0.4735... Generator Loss: 4.7671
Epoch 1/10... Discriminator Loss: 1.0803... Generator Loss: 5.6443
Epoch 1/10... Discriminator Loss: 0.8291... Generator Loss: 7.3136
Epoch 1/10... Discriminator Loss: 0.7153... Generator Loss: 5.6055
Epoch 1/10... Discriminator Loss: 0.4818... Generator Loss: 4.1222
Epoch 1/10... Discriminator Loss: 0.6210... Generator Loss: 4.6122
Epoch 1/10... Discriminator Loss: 0.4642... Generator Loss: 4.0433
Epoch 1/10... Discriminator Loss: 0.4647... Generator Loss: 3.8858
Epoch 1/10... Discriminator Loss: 0.4468... Generator Loss: 4.1570
Epoch 1/10... Discriminator Loss: 0.4751... Generator Loss: 4.4750
Epoch 1/10... Discriminator Loss: 0.4845... Generator Loss: 4.0368
Epoch 1/10... Discriminator Loss: 0.4147... Generator Loss: 4.1504
Epoch 1/10... Discriminator Loss: 0.4557... Generator Loss: 4.1000
Epoch 1/10... Discriminator Loss: 0.4392... Generator Loss: 4.6205
Epoch 1/10... Discriminator Loss: 0.4431... Generator Loss: 4.6708
Epoch 1/10... Discriminator Loss: 0.4425... Generator Loss: 4.0920
Epoch 1/10... Discriminator Loss: 0.4825... Generator Loss: 3.3709
Epoch 1/10... Discriminator Loss: 0.4575... Generator Loss: 4.0767
Epoch 1/10... Discriminator Loss: 0.4115... Generator Loss: 4.7002
Epoch 1/10... Discriminator Loss: 0.4407... Generator Loss: 4.1966
Epoch 1/10... Discriminator Loss: 0.4349... Generator Loss: 3.8835
Epoch 1/10... Discriminator Loss: 0.5010... Generator Loss: 3.7292
Epoch 1/10... Discriminator Loss: 0.4589... Generator Loss: 4.1378
Epoch 1/10... Discriminator Loss: 0.4662... Generator Loss: 5.0908
Epoch 1/10... Discriminator Loss: 0.4052... Generator Loss: 4.0417
Epoch 1/10... Discriminator Loss: 0.4648... Generator Loss: 5.1275
Epoch 1/10... Discriminator Loss: 0.4151... Generator Loss: 3.9927
Epoch 1/10... Discriminator Loss: 0.4714... Generator Loss: 4.7260
Epoch 1/10... Discriminator Loss: 0.4528... Generator Loss: 4.2758
Epoch 1/10... Discriminator Loss: 0.5648... Generator Loss: 6.5949
Epoch 1/10... Discriminator Loss: 0.6634... Generator Loss: 3.0110
Epoch 1/10... Discriminator Loss: 0.4498... Generator Loss: 5.2171
Epoch 1/10... Discriminator Loss: 0.4380... Generator Loss: 3.2032
Epoch 1/10... Discriminator Loss: 0.4963... Generator Loss: 3.5201
Epoch 1/10... Discriminator Loss: 0.4943... Generator Loss: 3.1371
Epoch 1/10... Discriminator Loss: 0.4893... Generator Loss: 3.9378
Epoch 1/10... Discriminator Loss: 2.0105... Generator Loss: 6.3319
Epoch 1/10... Discriminator Loss: 0.5865... Generator Loss: 2.8306
Epoch 1/10... Discriminator Loss: 0.5917... Generator Loss: 3.5594
Epoch 2/10... Discriminator Loss: 0.4916... Generator Loss: 3.2416
Epoch 2/10... Discriminator Loss: 0.6856... Generator Loss: 4.7802
Epoch 2/10... Discriminator Loss: 0.7285... Generator Loss: 2.5021
Epoch 2/10... Discriminator Loss: 0.5700... Generator Loss: 3.4169
Epoch 2/10... Discriminator Loss: 0.5059... Generator Loss: 4.0731
Epoch 2/10... Discriminator Loss: 0.5436... Generator Loss: 3.9594
Epoch 2/10... Discriminator Loss: 0.5576... Generator Loss: 2.3477
Epoch 2/10... Discriminator Loss: 1.5724... Generator Loss: 11.4963
Epoch 2/10... Discriminator Loss: 0.5694... Generator Loss: 3.5645
Epoch 2/10... Discriminator Loss: 0.6935... Generator Loss: 5.2662
Epoch 2/10... Discriminator Loss: 0.4426... Generator Loss: 3.9470
Epoch 2/10... Discriminator Loss: 0.5728... Generator Loss: 3.0956
Epoch 2/10... Discriminator Loss: 0.4358... Generator Loss: 3.9131
Epoch 2/10... Discriminator Loss: 0.4914... Generator Loss: 3.5216
Epoch 2/10... Discriminator Loss: 0.4418... Generator Loss: 3.5156
Epoch 2/10... Discriminator Loss: 0.4741... Generator Loss: 2.9145
Epoch 2/10... Discriminator Loss: 0.5804... Generator Loss: 4.1312
Epoch 2/10... Discriminator Loss: 0.5757... Generator Loss: 4.7706
Epoch 2/10... Discriminator Loss: 0.4818... Generator Loss: 3.9200
Epoch 2/10... Discriminator Loss: 0.5942... Generator Loss: 1.8267
Epoch 2/10... Discriminator Loss: 0.5044... Generator Loss: 3.6143
Epoch 2/10... Discriminator Loss: 0.6795... Generator Loss: 5.9561
Epoch 2/10... Discriminator Loss: 0.4847... Generator Loss: 4.0574
Epoch 2/10... Discriminator Loss: 0.4399... Generator Loss: 3.4610
Epoch 2/10... Discriminator Loss: 0.4931... Generator Loss: 3.2205
Epoch 2/10... Discriminator Loss: 0.4214... Generator Loss: 3.8292
Epoch 2/10... Discriminator Loss: 0.4262... Generator Loss: 3.9705
Epoch 2/10... Discriminator Loss: 0.4521... Generator Loss: 3.5678
Epoch 2/10... Discriminator Loss: 0.4460... Generator Loss: 3.5175
Epoch 2/10... Discriminator Loss: 0.4101... Generator Loss: 3.7052
Epoch 2/10... Discriminator Loss: 0.4472... Generator Loss: 4.1334
Epoch 2/10... Discriminator Loss: 0.5571... Generator Loss: 5.5272
Epoch 2/10... Discriminator Loss: 0.5744... Generator Loss: 7.7009
Epoch 2/10... Discriminator Loss: 0.6200... Generator Loss: 4.7247
Epoch 2/10... Discriminator Loss: 0.4165... Generator Loss: 4.1330
Epoch 2/10... Discriminator Loss: 0.4041... Generator Loss: 4.0448
Epoch 2/10... Discriminator Loss: 0.3907... Generator Loss: 3.8866
Epoch 2/10... Discriminator Loss: 0.4694... Generator Loss: 3.9427
Epoch 2/10... Discriminator Loss: 0.4221... Generator Loss: 3.2416
Epoch 2/10... Discriminator Loss: 0.5729... Generator Loss: 4.8457
Epoch 2/10... Discriminator Loss: 0.4427... Generator Loss: 3.1447
Epoch 2/10... Discriminator Loss: 0.4358... Generator Loss: 3.5229
Epoch 2/10... Discriminator Loss: 0.4270... Generator Loss: 3.5361
Epoch 2/10... Discriminator Loss: 0.5109... Generator Loss: 3.4012
Epoch 2/10... Discriminator Loss: 0.4339... Generator Loss: 2.8548
Epoch 2/10... Discriminator Loss: 0.4295... Generator Loss: 3.1081
Epoch 2/10... Discriminator Loss: 0.4325... Generator Loss: 3.4832
Epoch 3/10... Discriminator Loss: 0.5463... Generator Loss: 4.7667
Epoch 3/10... Discriminator Loss: 1.1221... Generator Loss: 5.6659
Epoch 3/10... Discriminator Loss: 0.4844... Generator Loss: 3.3466
Epoch 3/10... Discriminator Loss: 0.4644... Generator Loss: 3.0004
Epoch 3/10... Discriminator Loss: 0.4531... Generator Loss: 3.1645
Epoch 3/10... Discriminator Loss: 0.4353... Generator Loss: 3.7036
Epoch 3/10... Discriminator Loss: 0.4245... Generator Loss: 3.2470
Epoch 3/10... Discriminator Loss: 0.4353... Generator Loss: 3.2027
Epoch 3/10... Discriminator Loss: 0.5311... Generator Loss: 4.7313
Epoch 3/10... Discriminator Loss: 0.4333... Generator Loss: 3.1602
Epoch 3/10... Discriminator Loss: 0.4111... Generator Loss: 3.3007
Epoch 3/10... Discriminator Loss: 0.4155... Generator Loss: 3.5137
Epoch 3/10... Discriminator Loss: 0.4359... Generator Loss: 3.6795
Epoch 3/10... Discriminator Loss: 0.3834... Generator Loss: 3.8640
Epoch 3/10... Discriminator Loss: 0.4115... Generator Loss: 3.1912
Epoch 3/10... Discriminator Loss: 0.7105... Generator Loss: 3.6409
Epoch 3/10... Discriminator Loss: 0.4932... Generator Loss: 3.9626
Epoch 3/10... Discriminator Loss: 0.4593... Generator Loss: 3.1609
Epoch 3/10... Discriminator Loss: 0.4128... Generator Loss: 3.1920
Epoch 3/10... Discriminator Loss: 0.3888... Generator Loss: 3.8078
Epoch 3/10... Discriminator Loss: 0.4404... Generator Loss: 3.2995
Epoch 3/10... Discriminator Loss: 0.4211... Generator Loss: 3.2962
Epoch 3/10... Discriminator Loss: 0.4609... Generator Loss: 3.6580
Epoch 3/10... Discriminator Loss: 1.6991... Generator Loss: 2.2294
Epoch 3/10... Discriminator Loss: 0.5062... Generator Loss: 3.3037
Epoch 3/10... Discriminator Loss: 0.4971... Generator Loss: 3.1151
Epoch 3/10... Discriminator Loss: 0.4292... Generator Loss: 2.8677
Epoch 3/10... Discriminator Loss: 0.4536... Generator Loss: 3.1350
Epoch 3/10... Discriminator Loss: 1.6510... Generator Loss: 1.6567
Epoch 3/10... Discriminator Loss: 0.6529... Generator Loss: 2.8747
Epoch 3/10... Discriminator Loss: 0.7138... Generator Loss: 3.4838
Epoch 3/10... Discriminator Loss: 0.4399... Generator Loss: 3.5521
Epoch 3/10... Discriminator Loss: 0.4462... Generator Loss: 3.2562
Epoch 3/10... Discriminator Loss: 0.4135... Generator Loss: 3.3610
Epoch 3/10... Discriminator Loss: 0.4174... Generator Loss: 2.8519
Epoch 3/10... Discriminator Loss: 0.5351... Generator Loss: 2.0595
Epoch 3/10... Discriminator Loss: 0.6528... Generator Loss: 4.8118
Epoch 3/10... Discriminator Loss: 0.5655... Generator Loss: 2.5962
Epoch 3/10... Discriminator Loss: 0.4439... Generator Loss: 2.8921
Epoch 3/10... Discriminator Loss: 0.4322... Generator Loss: 3.0569
Epoch 3/10... Discriminator Loss: 0.4464... Generator Loss: 2.6700
Epoch 3/10... Discriminator Loss: 0.4002... Generator Loss: 3.1237
Epoch 3/10... Discriminator Loss: 0.4291... Generator Loss: 3.4269
Epoch 3/10... Discriminator Loss: 0.4095... Generator Loss: 2.7546
Epoch 3/10... Discriminator Loss: 1.0597... Generator Loss: 5.5951
Epoch 3/10... Discriminator Loss: 0.4799... Generator Loss: 3.0599
Epoch 3/10... Discriminator Loss: 0.4293... Generator Loss: 2.7460
Epoch 4/10... Discriminator Loss: 0.4727... Generator Loss: 3.4341
Epoch 4/10... Discriminator Loss: 0.6734... Generator Loss: 2.6192
Epoch 4/10... Discriminator Loss: 0.4217... Generator Loss: 2.9492
Epoch 4/10... Discriminator Loss: 0.4011... Generator Loss: 3.0773
Epoch 4/10... Discriminator Loss: 0.4781... Generator Loss: 3.5877
Epoch 4/10... Discriminator Loss: 0.4045... Generator Loss: 3.2290
Epoch 4/10... Discriminator Loss: 0.4232... Generator Loss: 3.2554
Epoch 4/10... Discriminator Loss: 0.3964... Generator Loss: 3.2192
Epoch 4/10... Discriminator Loss: 0.7252... Generator Loss: 4.6761
Epoch 4/10... Discriminator Loss: 0.8836... Generator Loss: 1.7791
Epoch 4/10... Discriminator Loss: 0.7533... Generator Loss: 2.8037
Epoch 4/10... Discriminator Loss: 0.6036... Generator Loss: 2.4820
Epoch 4/10... Discriminator Loss: 0.6307... Generator Loss: 3.6639
Epoch 4/10... Discriminator Loss: 0.4806... Generator Loss: 2.5609
Epoch 4/10... Discriminator Loss: 0.4039... Generator Loss: 3.2531
Epoch 4/10... Discriminator Loss: 0.6185... Generator Loss: 1.2940
Epoch 4/10... Discriminator Loss: 0.4395... Generator Loss: 3.0549
Epoch 4/10... Discriminator Loss: 0.4449... Generator Loss: 3.1486
Epoch 4/10... Discriminator Loss: 0.4700... Generator Loss: 1.6947
Epoch 4/10... Discriminator Loss: 0.4414... Generator Loss: 3.0203
Epoch 4/10... Discriminator Loss: 0.4307... Generator Loss: 3.3114
Epoch 4/10... Discriminator Loss: 5.6118... Generator Loss: 2.3320
Epoch 4/10... Discriminator Loss: 0.7351... Generator Loss: 1.8218
Epoch 4/10... Discriminator Loss: 0.6087... Generator Loss: 3.0891
Epoch 4/10... Discriminator Loss: 0.4489... Generator Loss: 2.6469
Epoch 4/10... Discriminator Loss: 0.4459... Generator Loss: 2.8163
Epoch 4/10... Discriminator Loss: 0.4571... Generator Loss: 2.3431
Epoch 4/10... Discriminator Loss: 0.4796... Generator Loss: 2.5715
Epoch 4/10... Discriminator Loss: 1.1965... Generator Loss: 1.6767
Epoch 4/10... Discriminator Loss: 0.6076... Generator Loss: 2.6553
Epoch 4/10... Discriminator Loss: 0.4426... Generator Loss: 3.0488
Epoch 4/10... Discriminator Loss: 0.4707... Generator Loss: 2.3630
Epoch 4/10... Discriminator Loss: 0.4073... Generator Loss: 2.8594
Epoch 4/10... Discriminator Loss: 0.4257... Generator Loss: 2.5576
Epoch 4/10... Discriminator Loss: 0.3846... Generator Loss: 3.2980
Epoch 4/10... Discriminator Loss: 0.3981... Generator Loss: 3.0993
Epoch 4/10... Discriminator Loss: 0.4300... Generator Loss: 2.1464
Epoch 4/10... Discriminator Loss: 0.6725... Generator Loss: 2.7190
Epoch 4/10... Discriminator Loss: 0.6179... Generator Loss: 2.1890
Epoch 4/10... Discriminator Loss: 0.4150... Generator Loss: 2.9635
Epoch 4/10... Discriminator Loss: 0.4347... Generator Loss: 2.5682
Epoch 4/10... Discriminator Loss: 2.2378... Generator Loss: 6.4602
Epoch 4/10... Discriminator Loss: 0.4576... Generator Loss: 2.9333
Epoch 4/10... Discriminator Loss: 0.4488... Generator Loss: 2.9615
Epoch 4/10... Discriminator Loss: 0.4591... Generator Loss: 3.0256
Epoch 4/10... Discriminator Loss: 1.1335... Generator Loss: 3.9906
Epoch 4/10... Discriminator Loss: 0.6020... Generator Loss: 1.9939
Epoch 5/10... Discriminator Loss: 0.5402... Generator Loss: 2.9480
Epoch 5/10... Discriminator Loss: 0.4352... Generator Loss: 2.8796
Epoch 5/10... Discriminator Loss: 0.3955... Generator Loss: 3.2317
Epoch 5/10... Discriminator Loss: 0.3993... Generator Loss: 2.8066
Epoch 5/10... Discriminator Loss: 0.3837... Generator Loss: 3.6981
Epoch 5/10... Discriminator Loss: 0.3879... Generator Loss: 3.6819
Epoch 5/10... Discriminator Loss: 0.3739... Generator Loss: 3.6877
Epoch 5/10... Discriminator Loss: 0.5741... Generator Loss: 2.3131
Epoch 5/10... Discriminator Loss: 0.5837... Generator Loss: 2.0038
Epoch 5/10... Discriminator Loss: 0.5167... Generator Loss: 2.3879
Epoch 5/10... Discriminator Loss: 0.4501... Generator Loss: 2.8510
Epoch 5/10... Discriminator Loss: 0.4564... Generator Loss: 2.4266
Epoch 5/10... Discriminator Loss: 0.4506... Generator Loss: 3.1862
Epoch 5/10... Discriminator Loss: 0.4297... Generator Loss: 2.7643
Epoch 5/10... Discriminator Loss: 0.4065... Generator Loss: 3.0987
Epoch 5/10... Discriminator Loss: 0.4145... Generator Loss: 3.1312
Epoch 5/10... Discriminator Loss: 0.3980... Generator Loss: 3.2650
Epoch 5/10... Discriminator Loss: 0.3989... Generator Loss: 3.0617
Epoch 5/10... Discriminator Loss: 0.4176... Generator Loss: 2.4621
Epoch 5/10... Discriminator Loss: 0.4194... Generator Loss: 3.2142
Epoch 5/10... Discriminator Loss: 1.3024... Generator Loss: 0.3729
Epoch 5/10... Discriminator Loss: 0.7536... Generator Loss: 1.6255
Epoch 5/10... Discriminator Loss: 0.5238... Generator Loss: 2.7998
Epoch 5/10... Discriminator Loss: 0.4790... Generator Loss: 2.8742
Epoch 5/10... Discriminator Loss: 0.4157... Generator Loss: 2.7177
Epoch 5/10... Discriminator Loss: 1.1320... Generator Loss: 4.6320
Epoch 5/10... Discriminator Loss: 0.5791... Generator Loss: 2.6749
Epoch 5/10... Discriminator Loss: 0.4050... Generator Loss: 3.1174
Epoch 5/10... Discriminator Loss: 0.4623... Generator Loss: 3.4829
Epoch 5/10... Discriminator Loss: 4.8199... Generator Loss: 0.4564
Epoch 5/10... Discriminator Loss: 0.5698... Generator Loss: 2.1067
Epoch 5/10... Discriminator Loss: 0.5279... Generator Loss: 2.0488
Epoch 5/10... Discriminator Loss: 0.4674... Generator Loss: 2.6554
Epoch 5/10... Discriminator Loss: 0.4655... Generator Loss: 2.3843
Epoch 5/10... Discriminator Loss: 0.4333... Generator Loss: 2.8918
Epoch 5/10... Discriminator Loss: 0.4157... Generator Loss: 3.0600
Epoch 5/10... Discriminator Loss: 0.3781... Generator Loss: 3.2281
Epoch 5/10... Discriminator Loss: 0.3908... Generator Loss: 2.9782
Epoch 5/10... Discriminator Loss: 0.4086... Generator Loss: 3.4556
Epoch 5/10... Discriminator Loss: 1.0482... Generator Loss: 1.5671
Epoch 5/10... Discriminator Loss: 0.6376... Generator Loss: 1.9386
Epoch 5/10... Discriminator Loss: 0.5055... Generator Loss: 2.1175
Epoch 5/10... Discriminator Loss: 0.6232... Generator Loss: 2.1168
Epoch 5/10... Discriminator Loss: 0.4381... Generator Loss: 3.0412
Epoch 5/10... Discriminator Loss: 0.4071... Generator Loss: 3.1345
Epoch 5/10... Discriminator Loss: 0.4370... Generator Loss: 3.4933
Epoch 5/10... Discriminator Loss: 0.4380... Generator Loss: 2.1645
Epoch 6/10... Discriminator Loss: 0.8407... Generator Loss: 2.6607
Epoch 6/10... Discriminator Loss: 0.5661... Generator Loss: 2.4397
Epoch 6/10... Discriminator Loss: 0.5397... Generator Loss: 2.7021
Epoch 6/10... Discriminator Loss: 0.4484... Generator Loss: 2.4303
Epoch 6/10... Discriminator Loss: 0.4775... Generator Loss: 2.9092
Epoch 6/10... Discriminator Loss: 0.4695... Generator Loss: 3.0603
Epoch 6/10... Discriminator Loss: 0.4039... Generator Loss: 2.8746
Epoch 6/10... Discriminator Loss: 0.3887... Generator Loss: 2.8566
Epoch 6/10... Discriminator Loss: 0.4083... Generator Loss: 2.6703
Epoch 6/10... Discriminator Loss: 0.3904... Generator Loss: 3.3003
Epoch 6/10... Discriminator Loss: 0.8874... Generator Loss: 1.8142
Epoch 6/10... Discriminator Loss: 0.5639... Generator Loss: 2.0172
Epoch 6/10... Discriminator Loss: 0.4581... Generator Loss: 3.0825
Epoch 6/10... Discriminator Loss: 0.4042... Generator Loss: 2.7967
Epoch 6/10... Discriminator Loss: 0.4749... Generator Loss: 2.6761
Epoch 6/10... Discriminator Loss: 1.3495... Generator Loss: 1.7832
Epoch 6/10... Discriminator Loss: 0.6639... Generator Loss: 2.8536
Epoch 6/10... Discriminator Loss: 0.5530... Generator Loss: 2.7581
Epoch 6/10... Discriminator Loss: 0.4107... Generator Loss: 2.7950
Epoch 6/10... Discriminator Loss: 0.4257... Generator Loss: 2.5843
Epoch 6/10... Discriminator Loss: 0.3907... Generator Loss: 3.4031
Epoch 6/10... Discriminator Loss: 0.4352... Generator Loss: 2.5934
Epoch 6/10... Discriminator Loss: 0.4009... Generator Loss: 2.8822
Epoch 6/10... Discriminator Loss: 0.6241... Generator Loss: 4.3951
Epoch 6/10... Discriminator Loss: 1.8432... Generator Loss: 1.7689
Epoch 6/10... Discriminator Loss: 0.5514... Generator Loss: 2.4438
Epoch 6/10... Discriminator Loss: 0.4821... Generator Loss: 2.1608
Epoch 6/10... Discriminator Loss: 0.4333... Generator Loss: 2.8459
Epoch 6/10... Discriminator Loss: 0.4754... Generator Loss: 3.0052
Epoch 6/10... Discriminator Loss: 0.3932... Generator Loss: 3.2643
Epoch 6/10... Discriminator Loss: 0.3695... Generator Loss: 4.0096
Epoch 6/10... Discriminator Loss: 0.4402... Generator Loss: 2.6227
Epoch 6/10... Discriminator Loss: 0.3747... Generator Loss: 3.4375
Epoch 6/10... Discriminator Loss: 0.4141... Generator Loss: 3.2030
Epoch 6/10... Discriminator Loss: 0.3911... Generator Loss: 3.3154
Epoch 6/10... Discriminator Loss: 0.3870... Generator Loss: 3.1629
Epoch 6/10... Discriminator Loss: 0.8917... Generator Loss: 2.3196
Epoch 6/10... Discriminator Loss: 0.6519... Generator Loss: 1.9311
Epoch 6/10... Discriminator Loss: 0.5901... Generator Loss: 2.5138
Epoch 6/10... Discriminator Loss: 0.4885... Generator Loss: 1.9443
Epoch 6/10... Discriminator Loss: 0.5068... Generator Loss: 1.8146
Epoch 6/10... Discriminator Loss: 2.5486... Generator Loss: 4.9627
Epoch 6/10... Discriminator Loss: 0.5972... Generator Loss: 2.4469
Epoch 6/10... Discriminator Loss: 0.4690... Generator Loss: 2.3764
Epoch 6/10... Discriminator Loss: 0.4429... Generator Loss: 2.7901
Epoch 6/10... Discriminator Loss: 0.3878... Generator Loss: 3.4455
Epoch 6/10... Discriminator Loss: 0.4513... Generator Loss: 2.5840
Epoch 7/10... Discriminator Loss: 0.4555... Generator Loss: 3.5447
Epoch 7/10... Discriminator Loss: 0.7999... Generator Loss: 5.4530
Epoch 7/10... Discriminator Loss: 0.6355... Generator Loss: 2.4028
Epoch 7/10... Discriminator Loss: 0.6582... Generator Loss: 3.0877
Epoch 7/10... Discriminator Loss: 0.4552... Generator Loss: 2.4162
Epoch 7/10... Discriminator Loss: 0.4243... Generator Loss: 2.9185
Epoch 7/10... Discriminator Loss: 0.4810... Generator Loss: 2.3841
Epoch 7/10... Discriminator Loss: 0.3953... Generator Loss: 2.9529
Epoch 7/10... Discriminator Loss: 0.3776... Generator Loss: 3.1390
Epoch 7/10... Discriminator Loss: 0.4045... Generator Loss: 3.3220
Epoch 7/10... Discriminator Loss: 0.4235... Generator Loss: 3.5322
Epoch 7/10... Discriminator Loss: 0.4268... Generator Loss: 3.0205
Epoch 7/10... Discriminator Loss: 0.3653... Generator Loss: 4.3606
Epoch 7/10... Discriminator Loss: 0.3729... Generator Loss: 3.2574
Epoch 7/10... Discriminator Loss: 1.2786... Generator Loss: 7.3881
Epoch 7/10... Discriminator Loss: 0.7833... Generator Loss: 1.5703
Epoch 7/10... Discriminator Loss: 0.5370... Generator Loss: 2.0857
Epoch 7/10... Discriminator Loss: 0.5068... Generator Loss: 3.1710
Epoch 7/10... Discriminator Loss: 0.5153... Generator Loss: 2.1424
Epoch 7/10... Discriminator Loss: 0.4094... Generator Loss: 3.2520
Epoch 7/10... Discriminator Loss: 0.4183... Generator Loss: 3.5050
Epoch 7/10... Discriminator Loss: 0.6938... Generator Loss: 2.3384
Epoch 7/10... Discriminator Loss: 0.7151... Generator Loss: 1.8719
Epoch 7/10... Discriminator Loss: 0.5634... Generator Loss: 2.5851
Epoch 7/10... Discriminator Loss: 0.9620... Generator Loss: 3.7444
Epoch 7/10... Discriminator Loss: 0.4959... Generator Loss: 2.3047
Epoch 7/10... Discriminator Loss: 0.4380... Generator Loss: 2.8126
Epoch 7/10... Discriminator Loss: 0.3784... Generator Loss: 3.4056
Epoch 7/10... Discriminator Loss: 0.3903... Generator Loss: 3.6525
Epoch 7/10... Discriminator Loss: 0.4603... Generator Loss: 3.9121
Epoch 7/10... Discriminator Loss: 0.4575... Generator Loss: 3.9701
Epoch 7/10... Discriminator Loss: 0.8719... Generator Loss: 1.9978
Epoch 7/10... Discriminator Loss: 0.5682... Generator Loss: 2.5364
Epoch 7/10... Discriminator Loss: 0.8367... Generator Loss: 2.8557
Epoch 7/10... Discriminator Loss: 0.5515... Generator Loss: 2.0739
Epoch 7/10... Discriminator Loss: 0.4512... Generator Loss: 2.6994
Epoch 7/10... Discriminator Loss: 0.8470... Generator Loss: 1.9763
Epoch 7/10... Discriminator Loss: 0.8086... Generator Loss: 2.3828
Epoch 7/10... Discriminator Loss: 0.4920... Generator Loss: 2.6835
Epoch 7/10... Discriminator Loss: 0.4680... Generator Loss: 2.1856
Epoch 7/10... Discriminator Loss: 0.6907... Generator Loss: 1.5222
Epoch 7/10... Discriminator Loss: 0.4233... Generator Loss: 2.8528
Epoch 7/10... Discriminator Loss: 0.4365... Generator Loss: 2.7103
Epoch 7/10... Discriminator Loss: 0.3990... Generator Loss: 2.8650
Epoch 7/10... Discriminator Loss: 0.3819... Generator Loss: 3.6042
Epoch 7/10... Discriminator Loss: 0.4793... Generator Loss: 4.0486
Epoch 7/10... Discriminator Loss: 0.3954... Generator Loss: 2.6141
Epoch 8/10... Discriminator Loss: 0.6099... Generator Loss: 4.3450
Epoch 8/10... Discriminator Loss: 0.6013... Generator Loss: 2.2790
Epoch 8/10... Discriminator Loss: 0.5815... Generator Loss: 1.9978
Epoch 8/10... Discriminator Loss: 0.5505... Generator Loss: 3.0701
Epoch 8/10... Discriminator Loss: 0.4282... Generator Loss: 3.6099
Epoch 8/10... Discriminator Loss: 0.4177... Generator Loss: 3.6940
Epoch 8/10... Discriminator Loss: 0.8818... Generator Loss: 1.0309
Epoch 8/10... Discriminator Loss: 0.8501... Generator Loss: 1.1892
Epoch 8/10... Discriminator Loss: 0.7126... Generator Loss: 2.1723
Epoch 8/10... Discriminator Loss: 0.4888... Generator Loss: 2.8750
Epoch 8/10... Discriminator Loss: 0.4109... Generator Loss: 3.2472
Epoch 8/10... Discriminator Loss: 0.6240... Generator Loss: 1.9967
Epoch 8/10... Discriminator Loss: 0.9867... Generator Loss: 2.7509
Epoch 8/10... Discriminator Loss: 0.4824... Generator Loss: 2.3400
Epoch 8/10... Discriminator Loss: 0.3826... Generator Loss: 3.6791
Epoch 8/10... Discriminator Loss: 0.5964... Generator Loss: 2.1905
Epoch 8/10... Discriminator Loss: 0.3743... Generator Loss: 3.6862
Epoch 8/10... Discriminator Loss: 0.3858... Generator Loss: 3.8551
Epoch 8/10... Discriminator Loss: 0.4045... Generator Loss: 3.0680
Epoch 8/10... Discriminator Loss: 0.3928... Generator Loss: 3.8970
Epoch 8/10... Discriminator Loss: 0.3794... Generator Loss: 3.3276
Epoch 8/10... Discriminator Loss: 0.5248... Generator Loss: 3.1233
Epoch 8/10... Discriminator Loss: 0.9490... Generator Loss: 1.4091
Epoch 8/10... Discriminator Loss: 0.9126... Generator Loss: 2.5577
Epoch 8/10... Discriminator Loss: 0.7261... Generator Loss: 1.5674
Epoch 8/10... Discriminator Loss: 0.6563... Generator Loss: 1.5897
Epoch 8/10... Discriminator Loss: 0.7089... Generator Loss: 1.1681
Epoch 8/10... Discriminator Loss: 0.5165... Generator Loss: 2.2288
Epoch 8/10... Discriminator Loss: 0.4551... Generator Loss: 3.4805
Epoch 8/10... Discriminator Loss: 0.5852... Generator Loss: 4.1203
Epoch 8/10... Discriminator Loss: 0.8281... Generator Loss: 1.5337
Epoch 8/10... Discriminator Loss: 0.6256... Generator Loss: 1.7035
Epoch 8/10... Discriminator Loss: 0.5283... Generator Loss: 2.5987
Epoch 8/10... Discriminator Loss: 0.4353... Generator Loss: 2.8088
Epoch 8/10... Discriminator Loss: 0.4145... Generator Loss: 2.6710
Epoch 8/10... Discriminator Loss: 0.3842... Generator Loss: 3.5555
Epoch 8/10... Discriminator Loss: 0.4033... Generator Loss: 3.3544
Epoch 8/10... Discriminator Loss: 0.3967... Generator Loss: 3.3505
Epoch 8/10... Discriminator Loss: 0.3847... Generator Loss: 3.4591
Epoch 8/10... Discriminator Loss: 0.5664... Generator Loss: 2.0240
Epoch 8/10... Discriminator Loss: 0.5835... Generator Loss: 1.9308
Epoch 8/10... Discriminator Loss: 0.4181... Generator Loss: 3.1704
Epoch 8/10... Discriminator Loss: 0.6356... Generator Loss: 3.1398
Epoch 8/10... Discriminator Loss: 0.3723... Generator Loss: 3.4263
Epoch 8/10... Discriminator Loss: 0.4006... Generator Loss: 3.4309
Epoch 8/10... Discriminator Loss: 0.3759... Generator Loss: 3.9982
Epoch 8/10... Discriminator Loss: 0.4364... Generator Loss: 2.5052
Epoch 9/10... Discriminator Loss: 0.5562... Generator Loss: 3.9348
Epoch 9/10... Discriminator Loss: 0.3628... Generator Loss: 4.4492
Epoch 9/10... Discriminator Loss: 0.3761... Generator Loss: 3.8205
Epoch 9/10... Discriminator Loss: 0.3932... Generator Loss: 3.0095
Epoch 9/10... Discriminator Loss: 0.3825... Generator Loss: 4.1446
Epoch 9/10... Discriminator Loss: 1.2741... Generator Loss: 2.9905
Epoch 9/10... Discriminator Loss: 0.7451... Generator Loss: 1.7262
Epoch 9/10... Discriminator Loss: 0.6823... Generator Loss: 2.0225
Epoch 9/10... Discriminator Loss: 0.7663... Generator Loss: 3.0823
Epoch 9/10... Discriminator Loss: 0.6348... Generator Loss: 3.1894
Epoch 9/10... Discriminator Loss: 0.4824... Generator Loss: 3.0791
Epoch 9/10... Discriminator Loss: 0.4823... Generator Loss: 2.5188
Epoch 9/10... Discriminator Loss: 0.4457... Generator Loss: 3.5061
Epoch 9/10... Discriminator Loss: 0.4073... Generator Loss: 2.6445
Epoch 9/10... Discriminator Loss: 0.3761... Generator Loss: 3.7851
Epoch 9/10... Discriminator Loss: 1.0206... Generator Loss: 1.8438
Epoch 9/10... Discriminator Loss: 0.6335... Generator Loss: 2.2182
Epoch 9/10... Discriminator Loss: 1.3261... Generator Loss: 5.4053
Epoch 9/10... Discriminator Loss: 0.4603... Generator Loss: 2.6539
Epoch 9/10... Discriminator Loss: 0.4213... Generator Loss: 3.1983
Epoch 9/10... Discriminator Loss: 0.3975... Generator Loss: 3.0744
Epoch 9/10... Discriminator Loss: 0.4245... Generator Loss: 3.5045
Epoch 9/10... Discriminator Loss: 0.3802... Generator Loss: 3.6403
Epoch 9/10... Discriminator Loss: 0.4760... Generator Loss: 3.4910
Epoch 9/10... Discriminator Loss: 0.4799... Generator Loss: 4.0078
Epoch 9/10... Discriminator Loss: 0.3962... Generator Loss: 3.0174
Epoch 9/10... Discriminator Loss: 0.7578... Generator Loss: 4.3025
Epoch 9/10... Discriminator Loss: 0.6115... Generator Loss: 2.3595
Epoch 9/10... Discriminator Loss: 0.5438... Generator Loss: 3.3345
Epoch 9/10... Discriminator Loss: 0.3997... Generator Loss: 3.2059
Epoch 9/10... Discriminator Loss: 0.3898... Generator Loss: 3.7032
Epoch 9/10... Discriminator Loss: 0.4211... Generator Loss: 2.6427
Epoch 9/10... Discriminator Loss: 0.4188... Generator Loss: 2.5960
Epoch 9/10... Discriminator Loss: 0.3977... Generator Loss: 3.7809
Epoch 9/10... Discriminator Loss: 0.3910... Generator Loss: 3.6423
Epoch 9/10... Discriminator Loss: 0.3962... Generator Loss: 2.7488
Epoch 9/10... Discriminator Loss: 0.3719... Generator Loss: 3.3001
Epoch 9/10... Discriminator Loss: 1.3943... Generator Loss: 0.7383
Epoch 9/10... Discriminator Loss: 1.1303... Generator Loss: 1.3484
Epoch 9/10... Discriminator Loss: 0.6501... Generator Loss: 1.9207
Epoch 9/10... Discriminator Loss: 0.5598... Generator Loss: 2.2084
Epoch 9/10... Discriminator Loss: 0.5024... Generator Loss: 1.9773
Epoch 9/10... Discriminator Loss: 0.7452... Generator Loss: 1.6238
Epoch 9/10... Discriminator Loss: 1.2371... Generator Loss: 3.7157
Epoch 9/10... Discriminator Loss: 0.5613... Generator Loss: 2.6079
Epoch 9/10... Discriminator Loss: 0.4275... Generator Loss: 2.9655
Epoch 9/10... Discriminator Loss: 0.5092... Generator Loss: 1.8903
Epoch 10/10... Discriminator Loss: 0.4171... Generator Loss: 3.2551
Epoch 10/10... Discriminator Loss: 0.3949... Generator Loss: 3.7227
Epoch 10/10... Discriminator Loss: 0.4770... Generator Loss: 3.0285
Epoch 10/10... Discriminator Loss: 0.5233... Generator Loss: 3.3890
Epoch 10/10... Discriminator Loss: 0.3933... Generator Loss: 3.7876
Epoch 10/10... Discriminator Loss: 0.4087... Generator Loss: 3.7225
Epoch 10/10... Discriminator Loss: 0.3776... Generator Loss: 3.4392
Epoch 10/10... Discriminator Loss: 0.3933... Generator Loss: 2.7665
Epoch 10/10... Discriminator Loss: 0.3702... Generator Loss: 3.4578
Epoch 10/10... Discriminator Loss: 0.4011... Generator Loss: 3.3049
Epoch 10/10... Discriminator Loss: 0.3860... Generator Loss: 4.2502
Epoch 10/10... Discriminator Loss: 0.3962... Generator Loss: 3.6706
Epoch 10/10... Discriminator Loss: 0.3882... Generator Loss: 3.6421
Epoch 10/10... Discriminator Loss: 0.3933... Generator Loss: 2.9126
Epoch 10/10... Discriminator Loss: 0.4169... Generator Loss: 3.6021
Epoch 10/10... Discriminator Loss: 0.8495... Generator Loss: 2.2867
Epoch 10/10... Discriminator Loss: 0.5654... Generator Loss: 2.0140
Epoch 10/10... Discriminator Loss: 0.6109... Generator Loss: 3.1339
Epoch 10/10... Discriminator Loss: 0.4873... Generator Loss: 3.2643
Epoch 10/10... Discriminator Loss: 0.3875... Generator Loss: 3.7678
Epoch 10/10... Discriminator Loss: 0.4100... Generator Loss: 3.1976
Epoch 10/10... Discriminator Loss: 0.3968... Generator Loss: 3.6338
Epoch 10/10... Discriminator Loss: 0.4022... Generator Loss: 3.9588
Epoch 10/10... Discriminator Loss: 0.3736... Generator Loss: 4.0488
Epoch 10/10... Discriminator Loss: 0.3907... Generator Loss: 3.0417
Epoch 10/10... Discriminator Loss: 0.3764... Generator Loss: 3.7187
Epoch 10/10... Discriminator Loss: 0.4311... Generator Loss: 2.4783
Epoch 10/10... Discriminator Loss: 0.3862... Generator Loss: 3.4019
Epoch 10/10... Discriminator Loss: 0.5543... Generator Loss: 3.7517
Epoch 10/10... Discriminator Loss: 0.8970... Generator Loss: 1.3177
Epoch 10/10... Discriminator Loss: 0.6294... Generator Loss: 2.2596
Epoch 10/10... Discriminator Loss: 0.6240... Generator Loss: 3.4290
Epoch 10/10... Discriminator Loss: 0.4772... Generator Loss: 2.2848
Epoch 10/10... Discriminator Loss: 0.4044... Generator Loss: 2.9343
Epoch 10/10... Discriminator Loss: 0.8048... Generator Loss: 2.0302
Epoch 10/10... Discriminator Loss: 0.6661... Generator Loss: 2.1688
Epoch 10/10... Discriminator Loss: 0.5764... Generator Loss: 1.9379
Epoch 10/10... Discriminator Loss: 0.4735... Generator Loss: 2.8092
Epoch 10/10... Discriminator Loss: 0.4329... Generator Loss: 3.4058
Epoch 10/10... Discriminator Loss: 0.3891... Generator Loss: 3.3152
Epoch 10/10... Discriminator Loss: 0.4126... Generator Loss: 2.9920
Epoch 10/10... Discriminator Loss: 0.4801... Generator Loss: 2.6104
Epoch 10/10... Discriminator Loss: 1.1600... Generator Loss: 3.0938
Epoch 10/10... Discriminator Loss: 0.4646... Generator Loss: 2.3264
Epoch 10/10... Discriminator Loss: 0.4424... Generator Loss: 3.3197
Epoch 10/10... Discriminator Loss: 0.4365... Generator Loss: 3.4956
Epoch 10/10... Discriminator Loss: 0.4066... Generator Loss: 2.6488

CelebA

Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.

In [14]:
batch_size = 128
z_dim = 100
learning_rate = 0.0002
beta1 = 0.5



"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 25

celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
          celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/25... Discriminator Loss: 1.4220... Generator Loss: 3.9563
Epoch 1/25... Discriminator Loss: 1.6415... Generator Loss: 6.1172
Epoch 1/25... Discriminator Loss: 1.0475... Generator Loss: 6.3207
Epoch 1/25... Discriminator Loss: 0.8140... Generator Loss: 5.5218
Epoch 1/25... Discriminator Loss: 0.7159... Generator Loss: 6.2071
Epoch 1/25... Discriminator Loss: 0.5709... Generator Loss: 4.7480
Epoch 1/25... Discriminator Loss: 0.5686... Generator Loss: 4.3513
Epoch 1/25... Discriminator Loss: 0.5587... Generator Loss: 3.8861
Epoch 1/25... Discriminator Loss: 0.6548... Generator Loss: 5.7524
Epoch 1/25... Discriminator Loss: 0.5583... Generator Loss: 3.9249
Epoch 1/25... Discriminator Loss: 0.5660... Generator Loss: 3.8573
Epoch 1/25... Discriminator Loss: 0.5929... Generator Loss: 5.6878
Epoch 1/25... Discriminator Loss: 0.6119... Generator Loss: 3.9105
Epoch 1/25... Discriminator Loss: 0.4530... Generator Loss: 4.2601
Epoch 1/25... Discriminator Loss: 0.4991... Generator Loss: 3.4850
Epoch 1/25... Discriminator Loss: 1.0394... Generator Loss: 2.3786
Epoch 1/25... Discriminator Loss: 0.5751... Generator Loss: 2.9290
Epoch 1/25... Discriminator Loss: 0.6042... Generator Loss: 4.2130
Epoch 1/25... Discriminator Loss: 0.8524... Generator Loss: 4.3197
Epoch 1/25... Discriminator Loss: 0.7439... Generator Loss: 2.2627
Epoch 1/25... Discriminator Loss: 0.5998... Generator Loss: 5.1500
Epoch 1/25... Discriminator Loss: 0.6394... Generator Loss: 4.5392
Epoch 1/25... Discriminator Loss: 1.6334... Generator Loss: 9.9709
Epoch 1/25... Discriminator Loss: 0.7621... Generator Loss: 2.8122
Epoch 1/25... Discriminator Loss: 0.8753... Generator Loss: 4.9137
Epoch 1/25... Discriminator Loss: 0.7520... Generator Loss: 4.2885
Epoch 1/25... Discriminator Loss: 0.8706... Generator Loss: 2.4064
Epoch 1/25... Discriminator Loss: 0.7812... Generator Loss: 3.0276
Epoch 1/25... Discriminator Loss: 0.8258... Generator Loss: 3.7385
Epoch 1/25... Discriminator Loss: 1.4509... Generator Loss: 2.2918
Epoch 1/25... Discriminator Loss: 0.7001... Generator Loss: 2.8818
Epoch 1/25... Discriminator Loss: 0.5507... Generator Loss: 3.0363
Epoch 1/25... Discriminator Loss: 0.7103... Generator Loss: 2.8030
Epoch 1/25... Discriminator Loss: 0.6353... Generator Loss: 2.6375
Epoch 1/25... Discriminator Loss: 0.7141... Generator Loss: 3.2918
Epoch 1/25... Discriminator Loss: 0.7204... Generator Loss: 3.5605
Epoch 1/25... Discriminator Loss: 0.9317... Generator Loss: 2.1341
Epoch 1/25... Discriminator Loss: 0.6534... Generator Loss: 2.4657
Epoch 1/25... Discriminator Loss: 0.6539... Generator Loss: 2.7512
Epoch 1/25... Discriminator Loss: 0.5784... Generator Loss: 2.4623
Epoch 1/25... Discriminator Loss: 0.4694... Generator Loss: 2.6890
Epoch 1/25... Discriminator Loss: 0.4970... Generator Loss: 3.0775
Epoch 1/25... Discriminator Loss: 1.0752... Generator Loss: 5.6098
Epoch 1/25... Discriminator Loss: 1.5679... Generator Loss: 2.5318
Epoch 1/25... Discriminator Loss: 0.6144... Generator Loss: 2.5623
Epoch 1/25... Discriminator Loss: 1.2834... Generator Loss: 4.2967
Epoch 1/25... Discriminator Loss: 0.8226... Generator Loss: 4.0023
Epoch 1/25... Discriminator Loss: 0.5535... Generator Loss: 3.0635
Epoch 1/25... Discriminator Loss: 0.9748... Generator Loss: 4.1063
Epoch 1/25... Discriminator Loss: 0.4163... Generator Loss: 3.6820
Epoch 1/25... Discriminator Loss: 0.5820... Generator Loss: 3.6227
Epoch 1/25... Discriminator Loss: 0.4152... Generator Loss: 3.5352
Epoch 1/25... Discriminator Loss: 1.6795... Generator Loss: 3.0699
Epoch 1/25... Discriminator Loss: 0.4529... Generator Loss: 3.3310
Epoch 1/25... Discriminator Loss: 0.4408... Generator Loss: 3.1872
Epoch 1/25... Discriminator Loss: 0.8252... Generator Loss: 2.3441
Epoch 1/25... Discriminator Loss: 0.5260... Generator Loss: 2.3481
Epoch 1/25... Discriminator Loss: 0.4576... Generator Loss: 3.1290
Epoch 1/25... Discriminator Loss: 1.1623... Generator Loss: 3.3589
Epoch 1/25... Discriminator Loss: 0.7713... Generator Loss: 2.8966
Epoch 1/25... Discriminator Loss: 0.9402... Generator Loss: 3.2754
Epoch 1/25... Discriminator Loss: 0.4600... Generator Loss: 2.6290
Epoch 1/25... Discriminator Loss: 0.6326... Generator Loss: 2.1903
Epoch 1/25... Discriminator Loss: 0.6809... Generator Loss: 5.9085
Epoch 1/25... Discriminator Loss: 0.5313... Generator Loss: 3.1737
Epoch 1/25... Discriminator Loss: 0.4407... Generator Loss: 3.9686
Epoch 1/25... Discriminator Loss: 0.9177... Generator Loss: 2.7437
Epoch 1/25... Discriminator Loss: 0.6299... Generator Loss: 3.3325
Epoch 1/25... Discriminator Loss: 1.1043... Generator Loss: 4.2907
Epoch 1/25... Discriminator Loss: 0.3928... Generator Loss: 4.4165
Epoch 1/25... Discriminator Loss: 0.4910... Generator Loss: 3.6149
Epoch 1/25... Discriminator Loss: 1.8228... Generator Loss: 3.5083
Epoch 1/25... Discriminator Loss: 1.2216... Generator Loss: 3.7746
Epoch 1/25... Discriminator Loss: 1.0430... Generator Loss: 2.8151
Epoch 1/25... Discriminator Loss: 1.0104... Generator Loss: 2.9558
Epoch 1/25... Discriminator Loss: 1.1097... Generator Loss: 4.6452
Epoch 1/25... Discriminator Loss: 0.5653... Generator Loss: 2.4436
Epoch 1/25... Discriminator Loss: 0.3672... Generator Loss: 4.9614
Epoch 1/25... Discriminator Loss: 0.4589... Generator Loss: 2.6571
Epoch 1/25... Discriminator Loss: 0.4783... Generator Loss: 1.9977
Epoch 1/25... Discriminator Loss: 0.3860... Generator Loss: 3.6420
Epoch 1/25... Discriminator Loss: 1.5747... Generator Loss: 2.7465
Epoch 1/25... Discriminator Loss: 1.5689... Generator Loss: 4.0670
Epoch 1/25... Discriminator Loss: 0.8797... Generator Loss: 1.4385
Epoch 1/25... Discriminator Loss: 0.5064... Generator Loss: 2.9861
Epoch 1/25... Discriminator Loss: 0.4468... Generator Loss: 4.1261
Epoch 1/25... Discriminator Loss: 0.4048... Generator Loss: 4.3885
Epoch 1/25... Discriminator Loss: 1.0640... Generator Loss: 2.4575
Epoch 1/25... Discriminator Loss: 1.4783... Generator Loss: 2.8772
Epoch 1/25... Discriminator Loss: 0.7135... Generator Loss: 1.9015
Epoch 1/25... Discriminator Loss: 0.4744... Generator Loss: 3.5682
Epoch 1/25... Discriminator Loss: 0.3951... Generator Loss: 5.1515
Epoch 1/25... Discriminator Loss: 0.3950... Generator Loss: 3.3787
Epoch 1/25... Discriminator Loss: 0.4433... Generator Loss: 4.9885
Epoch 1/25... Discriminator Loss: 0.7949... Generator Loss: 3.3096
Epoch 1/25... Discriminator Loss: 0.4319... Generator Loss: 2.1817
Epoch 1/25... Discriminator Loss: 0.8382... Generator Loss: 1.7642
Epoch 1/25... Discriminator Loss: 0.6480... Generator Loss: 2.5853
Epoch 1/25... Discriminator Loss: 0.6266... Generator Loss: 3.7334
Epoch 1/25... Discriminator Loss: 0.9582... Generator Loss: 1.9733
Epoch 1/25... Discriminator Loss: 0.4342... Generator Loss: 2.8452
Epoch 1/25... Discriminator Loss: 0.3568... Generator Loss: 4.8997
Epoch 1/25... Discriminator Loss: 1.8544... Generator Loss: 5.3869
Epoch 1/25... Discriminator Loss: 0.7630... Generator Loss: 1.8888
Epoch 1/25... Discriminator Loss: 0.3712... Generator Loss: 3.7580
Epoch 1/25... Discriminator Loss: 0.4226... Generator Loss: 4.2636
Epoch 1/25... Discriminator Loss: 0.3811... Generator Loss: 5.1800
Epoch 1/25... Discriminator Loss: 1.5419... Generator Loss: 5.0127
Epoch 1/25... Discriminator Loss: 0.6604... Generator Loss: 3.2910
Epoch 1/25... Discriminator Loss: 2.1594... Generator Loss: 1.3507
Epoch 1/25... Discriminator Loss: 0.5504... Generator Loss: 2.8137
Epoch 1/25... Discriminator Loss: 1.4176... Generator Loss: 3.2406
Epoch 1/25... Discriminator Loss: 0.9985... Generator Loss: 2.7185
Epoch 1/25... Discriminator Loss: 0.4213... Generator Loss: 3.0210
Epoch 1/25... Discriminator Loss: 0.9154... Generator Loss: 4.0923
Epoch 1/25... Discriminator Loss: 0.6681... Generator Loss: 2.5976
Epoch 1/25... Discriminator Loss: 1.0165... Generator Loss: 4.1012
Epoch 1/25... Discriminator Loss: 0.5408... Generator Loss: 3.5078
Epoch 1/25... Discriminator Loss: 0.7763... Generator Loss: 3.4642
Epoch 1/25... Discriminator Loss: 0.6009... Generator Loss: 2.4256
Epoch 1/25... Discriminator Loss: 1.6417... Generator Loss: 6.2156
Epoch 1/25... Discriminator Loss: 0.4398... Generator Loss: 5.1839
Epoch 1/25... Discriminator Loss: 1.0444... Generator Loss: 1.7509
Epoch 1/25... Discriminator Loss: 0.5903... Generator Loss: 1.4927
Epoch 1/25... Discriminator Loss: 0.6915... Generator Loss: 1.8278
Epoch 1/25... Discriminator Loss: 1.6058... Generator Loss: 3.3793
Epoch 1/25... Discriminator Loss: 0.4383... Generator Loss: 2.9783
Epoch 1/25... Discriminator Loss: 1.0539... Generator Loss: 2.5207
Epoch 1/25... Discriminator Loss: 1.6045... Generator Loss: 2.5542
Epoch 1/25... Discriminator Loss: 0.9390... Generator Loss: 1.6076
Epoch 1/25... Discriminator Loss: 0.5069... Generator Loss: 2.7898
Epoch 1/25... Discriminator Loss: 1.5167... Generator Loss: 4.0404
Epoch 1/25... Discriminator Loss: 1.2974... Generator Loss: 3.6115
Epoch 1/25... Discriminator Loss: 0.4089... Generator Loss: 3.8062
Epoch 1/25... Discriminator Loss: 0.9652... Generator Loss: 2.2725
Epoch 1/25... Discriminator Loss: 0.8377... Generator Loss: 2.2140
Epoch 1/25... Discriminator Loss: 0.6461... Generator Loss: 2.1509
Epoch 1/25... Discriminator Loss: 0.4708... Generator Loss: 2.5539
Epoch 1/25... Discriminator Loss: 0.6211... Generator Loss: 2.7934
Epoch 1/25... Discriminator Loss: 0.4446... Generator Loss: 3.2281
Epoch 1/25... Discriminator Loss: 0.6098... Generator Loss: 2.8736
Epoch 1/25... Discriminator Loss: 1.0361... Generator Loss: 2.6154
Epoch 1/25... Discriminator Loss: 1.0473... Generator Loss: 4.2860
Epoch 1/25... Discriminator Loss: 0.6378... Generator Loss: 2.6030
Epoch 1/25... Discriminator Loss: 0.4944... Generator Loss: 2.7287
Epoch 1/25... Discriminator Loss: 1.1382... Generator Loss: 2.4237
Epoch 1/25... Discriminator Loss: 0.5327... Generator Loss: 2.3020
Epoch 1/25... Discriminator Loss: 0.8720... Generator Loss: 1.9123
Epoch 1/25... Discriminator Loss: 0.6843... Generator Loss: 1.9620
Epoch 1/25... Discriminator Loss: 0.4813... Generator Loss: 3.1326
Epoch 1/25... Discriminator Loss: 0.8178... Generator Loss: 2.2117
Epoch 1/25... Discriminator Loss: 0.3841... Generator Loss: 3.6895
Epoch 1/25... Discriminator Loss: 1.4627... Generator Loss: 3.3760
Epoch 1/25... Discriminator Loss: 0.3639... Generator Loss: 4.4040
Epoch 1/25... Discriminator Loss: 0.8118... Generator Loss: 3.1854
Epoch 1/25... Discriminator Loss: 0.3784... Generator Loss: 4.3049
Epoch 1/25... Discriminator Loss: 0.4400... Generator Loss: 3.2342
Epoch 1/25... Discriminator Loss: 0.5109... Generator Loss: 2.9967
Epoch 1/25... Discriminator Loss: 0.4659... Generator Loss: 3.2561
Epoch 2/25... Discriminator Loss: 1.4865... Generator Loss: 4.3828
Epoch 2/25... Discriminator Loss: 0.5332... Generator Loss: 2.3537
Epoch 2/25... Discriminator Loss: 0.4364... Generator Loss: 4.6147
Epoch 2/25... Discriminator Loss: 0.7460... Generator Loss: 4.2716
Epoch 2/25... Discriminator Loss: 1.0090... Generator Loss: 4.4084
Epoch 2/25... Discriminator Loss: 0.7543... Generator Loss: 2.1872
Epoch 2/25... Discriminator Loss: 0.9940... Generator Loss: 2.2259
Epoch 2/25... Discriminator Loss: 1.2201... Generator Loss: 3.0178
Epoch 2/25... Discriminator Loss: 0.4697... Generator Loss: 2.7936
Epoch 2/25... Discriminator Loss: 0.6520... Generator Loss: 2.9152
Epoch 2/25... Discriminator Loss: 1.2845... Generator Loss: 2.5546
Epoch 2/25... Discriminator Loss: 0.6009... Generator Loss: 2.7040
Epoch 2/25... Discriminator Loss: 0.5270... Generator Loss: 2.8692
Epoch 2/25... Discriminator Loss: 0.4858... Generator Loss: 2.8359
Epoch 2/25... Discriminator Loss: 0.5279... Generator Loss: 4.2331
Epoch 2/25... Discriminator Loss: 0.9697... Generator Loss: 2.3999
Epoch 2/25... Discriminator Loss: 0.3576... Generator Loss: 6.6829
Epoch 2/25... Discriminator Loss: 0.4734... Generator Loss: 5.1493
Epoch 2/25... Discriminator Loss: 0.3967... Generator Loss: 4.3508
Epoch 2/25... Discriminator Loss: 0.7729... Generator Loss: 2.0790
Epoch 2/25... Discriminator Loss: 0.7448... Generator Loss: 2.2113
Epoch 2/25... Discriminator Loss: 0.5471... Generator Loss: 2.3809
Epoch 2/25... Discriminator Loss: 0.6235... Generator Loss: 3.1631
Epoch 2/25... Discriminator Loss: 0.4648... Generator Loss: 3.5993
Epoch 2/25... Discriminator Loss: 1.2629... Generator Loss: 3.3211
Epoch 2/25... Discriminator Loss: 2.3502... Generator Loss: 2.6545
Epoch 2/25... Discriminator Loss: 0.5548... Generator Loss: 3.7460
Epoch 2/25... Discriminator Loss: 0.7190... Generator Loss: 3.1049
Epoch 2/25... Discriminator Loss: 1.3750... Generator Loss: 2.4627
Epoch 2/25... Discriminator Loss: 0.4642... Generator Loss: 2.9740
Epoch 2/25... Discriminator Loss: 0.4697... Generator Loss: 3.1776
Epoch 2/25... Discriminator Loss: 0.3704... Generator Loss: 5.7733
Epoch 2/25... Discriminator Loss: 1.0170... Generator Loss: 5.6655
Epoch 2/25... Discriminator Loss: 0.8741... Generator Loss: 3.5836
Epoch 2/25... Discriminator Loss: 0.8734... Generator Loss: 1.0057
Epoch 2/25... Discriminator Loss: 0.6297... Generator Loss: 2.7958
Epoch 2/25... Discriminator Loss: 0.5025... Generator Loss: 2.9942
Epoch 2/25... Discriminator Loss: 0.8591... Generator Loss: 5.4892
Epoch 2/25... Discriminator Loss: 1.7742... Generator Loss: 7.1140
Epoch 2/25... Discriminator Loss: 0.8139... Generator Loss: 3.1387
Epoch 2/25... Discriminator Loss: 0.4803... Generator Loss: 3.1602
Epoch 2/25... Discriminator Loss: 0.6845... Generator Loss: 3.0775
Epoch 2/25... Discriminator Loss: 1.6903... Generator Loss: 5.9231
Epoch 2/25... Discriminator Loss: 0.4595... Generator Loss: 3.0826
Epoch 2/25... Discriminator Loss: 0.7371... Generator Loss: 2.1156
Epoch 2/25... Discriminator Loss: 0.7088... Generator Loss: 3.2308
Epoch 2/25... Discriminator Loss: 0.4491... Generator Loss: 3.6723
Epoch 2/25... Discriminator Loss: 1.6627... Generator Loss: 2.7600
Epoch 2/25... Discriminator Loss: 0.3841... Generator Loss: 4.2934
Epoch 2/25... Discriminator Loss: 0.7007... Generator Loss: 2.6695
Epoch 2/25... Discriminator Loss: 1.3796... Generator Loss: 3.3085
Epoch 2/25... Discriminator Loss: 0.5105... Generator Loss: 3.1461
Epoch 2/25... Discriminator Loss: 0.6669... Generator Loss: 2.3684
Epoch 2/25... Discriminator Loss: 1.9132... Generator Loss: 3.8318
Epoch 2/25... Discriminator Loss: 0.6215... Generator Loss: 2.6908
Epoch 2/25... Discriminator Loss: 0.7525... Generator Loss: 2.0140
Epoch 2/25... Discriminator Loss: 0.5377... Generator Loss: 3.9505
Epoch 2/25... Discriminator Loss: 0.5544... Generator Loss: 2.7919
Epoch 2/25... Discriminator Loss: 0.7461... Generator Loss: 4.8519
Epoch 2/25... Discriminator Loss: 1.1255... Generator Loss: 1.7292
Epoch 2/25... Discriminator Loss: 1.3596... Generator Loss: 4.9574
Epoch 2/25... Discriminator Loss: 0.9289... Generator Loss: 2.5240
Epoch 2/25... Discriminator Loss: 1.0435... Generator Loss: 3.8062
Epoch 2/25... Discriminator Loss: 0.5163... Generator Loss: 2.6168
Epoch 2/25... Discriminator Loss: 2.4123... Generator Loss: 6.7176
Epoch 2/25... Discriminator Loss: 0.6661... Generator Loss: 2.2822
Epoch 2/25... Discriminator Loss: 0.6790... Generator Loss: 2.7620
Epoch 2/25... Discriminator Loss: 0.6000... Generator Loss: 3.1614
Epoch 2/25... Discriminator Loss: 0.5595... Generator Loss: 1.7931
Epoch 2/25... Discriminator Loss: 0.4127... Generator Loss: 3.6508
Epoch 2/25... Discriminator Loss: 0.9695... Generator Loss: 4.2287
Epoch 2/25... Discriminator Loss: 0.7050... Generator Loss: 2.2653
Epoch 2/25... Discriminator Loss: 0.5441... Generator Loss: 1.8640
Epoch 2/25... Discriminator Loss: 0.8503... Generator Loss: 3.3416
Epoch 2/25... Discriminator Loss: 0.6340... Generator Loss: 1.9383
Epoch 2/25... Discriminator Loss: 0.6420... Generator Loss: 3.1264
Epoch 2/25... Discriminator Loss: 0.5373... Generator Loss: 2.3971
Epoch 2/25... Discriminator Loss: 0.8635... Generator Loss: 2.7973
Epoch 2/25... Discriminator Loss: 0.8585... Generator Loss: 2.2932
Epoch 2/25... Discriminator Loss: 0.5958... Generator Loss: 3.8707
Epoch 2/25... Discriminator Loss: 2.2180... Generator Loss: 4.1146
Epoch 2/25... Discriminator Loss: 0.4188... Generator Loss: 4.7010
Epoch 2/25... Discriminator Loss: 1.0545... Generator Loss: 4.9353
Epoch 2/25... Discriminator Loss: 1.0523... Generator Loss: 4.4714
Epoch 2/25... Discriminator Loss: 0.9107... Generator Loss: 4.0653
Epoch 2/25... Discriminator Loss: 0.9416... Generator Loss: 3.0191
Epoch 2/25... Discriminator Loss: 0.3921... Generator Loss: 3.5376
Epoch 2/25... Discriminator Loss: 0.5691... Generator Loss: 3.0163
Epoch 2/25... Discriminator Loss: 1.0024... Generator Loss: 1.1604
Epoch 2/25... Discriminator Loss: 0.3582... Generator Loss: 4.8436
Epoch 2/25... Discriminator Loss: 1.0122... Generator Loss: 3.2813
Epoch 2/25... Discriminator Loss: 0.4113... Generator Loss: 4.6006
Epoch 2/25... Discriminator Loss: 0.7299... Generator Loss: 2.8218
Epoch 2/25... Discriminator Loss: 0.6337... Generator Loss: 2.5884
Epoch 2/25... Discriminator Loss: 1.1927... Generator Loss: 3.7638
Epoch 2/25... Discriminator Loss: 0.6419... Generator Loss: 1.5175
Epoch 2/25... Discriminator Loss: 1.0298... Generator Loss: 3.0370
Epoch 2/25... Discriminator Loss: 0.5151... Generator Loss: 3.6367
Epoch 2/25... Discriminator Loss: 0.7330... Generator Loss: 1.9641
Epoch 2/25... Discriminator Loss: 1.2570... Generator Loss: 4.1322
Epoch 2/25... Discriminator Loss: 0.9891... Generator Loss: 3.7797
Epoch 2/25... Discriminator Loss: 0.7376... Generator Loss: 3.4758
Epoch 2/25... Discriminator Loss: 0.4933... Generator Loss: 4.7886
Epoch 2/25... Discriminator Loss: 0.7549... Generator Loss: 1.9562
Epoch 2/25... Discriminator Loss: 1.3083... Generator Loss: 5.6551
Epoch 2/25... Discriminator Loss: 1.3050... Generator Loss: 2.6412
Epoch 2/25... Discriminator Loss: 0.6983... Generator Loss: 2.4792
Epoch 2/25... Discriminator Loss: 0.4795... Generator Loss: 3.0790
Epoch 2/25... Discriminator Loss: 0.3935... Generator Loss: 3.1651
Epoch 2/25... Discriminator Loss: 1.6626... Generator Loss: 8.6457
Epoch 2/25... Discriminator Loss: 0.5155... Generator Loss: 2.8878
Epoch 2/25... Discriminator Loss: 0.4547... Generator Loss: 4.5045
Epoch 2/25... Discriminator Loss: 0.9437... Generator Loss: 3.7088
Epoch 2/25... Discriminator Loss: 0.4898... Generator Loss: 2.3431
Epoch 2/25... Discriminator Loss: 0.6124... Generator Loss: 3.6208
Epoch 2/25... Discriminator Loss: 1.4166... Generator Loss: 5.3424
Epoch 2/25... Discriminator Loss: 0.7280... Generator Loss: 3.9396
Epoch 2/25... Discriminator Loss: 0.3890... Generator Loss: 4.8242
Epoch 2/25... Discriminator Loss: 1.2383... Generator Loss: 2.2724
Epoch 2/25... Discriminator Loss: 0.5156... Generator Loss: 2.8069
Epoch 2/25... Discriminator Loss: 0.8134... Generator Loss: 4.2061
Epoch 2/25... Discriminator Loss: 0.8446... Generator Loss: 2.6420
Epoch 2/25... Discriminator Loss: 1.7761... Generator Loss: 5.7702
Epoch 2/25... Discriminator Loss: 0.3847... Generator Loss: 3.9111
Epoch 2/25... Discriminator Loss: 0.3961... Generator Loss: 3.6674
Epoch 2/25... Discriminator Loss: 0.3754... Generator Loss: 3.8626
Epoch 2/25... Discriminator Loss: 1.2221... Generator Loss: 5.5353
Epoch 2/25... Discriminator Loss: 0.3530... Generator Loss: 5.4437
Epoch 2/25... Discriminator Loss: 0.3752... Generator Loss: 3.9668
Epoch 2/25... Discriminator Loss: 1.4528... Generator Loss: 3.0619
Epoch 2/25... Discriminator Loss: 0.4471... Generator Loss: 3.1121
Epoch 2/25... Discriminator Loss: 0.4283... Generator Loss: 4.8785
Epoch 2/25... Discriminator Loss: 0.9325... Generator Loss: 3.7178
Epoch 2/25... Discriminator Loss: 0.9306... Generator Loss: 1.9266
Epoch 2/25... Discriminator Loss: 0.7573... Generator Loss: 3.3532
Epoch 2/25... Discriminator Loss: 0.4472... Generator Loss: 2.8229
Epoch 2/25... Discriminator Loss: 0.3812... Generator Loss: 3.4817
Epoch 2/25... Discriminator Loss: 0.4197... Generator Loss: 3.7980
Epoch 2/25... Discriminator Loss: 0.4704... Generator Loss: 2.9336
Epoch 2/25... Discriminator Loss: 0.5585... Generator Loss: 3.2856
Epoch 2/25... Discriminator Loss: 0.4057... Generator Loss: 6.2265
Epoch 2/25... Discriminator Loss: 0.6575... Generator Loss: 3.1106
Epoch 2/25... Discriminator Loss: 0.8896... Generator Loss: 3.5388
Epoch 2/25... Discriminator Loss: 0.4146... Generator Loss: 3.6337
Epoch 2/25... Discriminator Loss: 1.5094... Generator Loss: 4.7986
Epoch 2/25... Discriminator Loss: 0.7411... Generator Loss: 3.4525
Epoch 2/25... Discriminator Loss: 0.3634... Generator Loss: 4.4761
Epoch 2/25... Discriminator Loss: 0.5351... Generator Loss: 2.7628
Epoch 2/25... Discriminator Loss: 0.5176... Generator Loss: 3.5289
Epoch 2/25... Discriminator Loss: 0.3796... Generator Loss: 7.0739
Epoch 2/25... Discriminator Loss: 0.9072... Generator Loss: 4.9588
Epoch 2/25... Discriminator Loss: 1.2125... Generator Loss: 4.6071
Epoch 2/25... Discriminator Loss: 0.4217... Generator Loss: 2.8243
Epoch 2/25... Discriminator Loss: 0.6483... Generator Loss: 5.0655
Epoch 2/25... Discriminator Loss: 0.3608... Generator Loss: 4.4112
Epoch 2/25... Discriminator Loss: 1.4481... Generator Loss: 3.8596
Epoch 2/25... Discriminator Loss: 0.3787... Generator Loss: 4.8937
Epoch 2/25... Discriminator Loss: 0.5292... Generator Loss: 3.0260
Epoch 2/25... Discriminator Loss: 1.7614... Generator Loss: 4.3594
Epoch 3/25... Discriminator Loss: 0.6429... Generator Loss: 2.0194
Epoch 3/25... Discriminator Loss: 0.3480... Generator Loss: 5.6848
Epoch 3/25... Discriminator Loss: 0.7583... Generator Loss: 4.2920
Epoch 3/25... Discriminator Loss: 0.9449... Generator Loss: 5.7218
Epoch 3/25... Discriminator Loss: 0.4635... Generator Loss: 3.1388
Epoch 3/25... Discriminator Loss: 0.7327... Generator Loss: 2.1806
Epoch 3/25... Discriminator Loss: 0.4278... Generator Loss: 3.4729
Epoch 3/25... Discriminator Loss: 0.7424... Generator Loss: 3.8373
Epoch 3/25... Discriminator Loss: 0.6353... Generator Loss: 3.5985
Epoch 3/25... Discriminator Loss: 0.6095... Generator Loss: 2.7369
Epoch 3/25... Discriminator Loss: 0.4642... Generator Loss: 5.3203
Epoch 3/25... Discriminator Loss: 0.9019... Generator Loss: 1.7956
Epoch 3/25... Discriminator Loss: 0.3883... Generator Loss: 3.5540
Epoch 3/25... Discriminator Loss: 0.6288... Generator Loss: 4.3130
Epoch 3/25... Discriminator Loss: 0.3476... Generator Loss: 6.2724
Epoch 3/25... Discriminator Loss: 0.3928... Generator Loss: 3.0484
Epoch 3/25... Discriminator Loss: 0.9973... Generator Loss: 4.5159
Epoch 3/25... Discriminator Loss: 0.9945... Generator Loss: 3.9642
Epoch 3/25... Discriminator Loss: 0.9857... Generator Loss: 5.5705
Epoch 3/25... Discriminator Loss: 0.3763... Generator Loss: 4.1257
Epoch 3/25... Discriminator Loss: 1.2404... Generator Loss: 3.2584
Epoch 3/25... Discriminator Loss: 0.3862... Generator Loss: 3.8519
Epoch 3/25... Discriminator Loss: 0.3767... Generator Loss: 6.4909
Epoch 3/25... Discriminator Loss: 0.3871... Generator Loss: 3.1368
Epoch 3/25... Discriminator Loss: 0.3974... Generator Loss: 3.5600
Epoch 3/25... Discriminator Loss: 0.4944... Generator Loss: 2.8179
Epoch 3/25... Discriminator Loss: 0.6580... Generator Loss: 2.7508
Epoch 3/25... Discriminator Loss: 0.4101... Generator Loss: 3.6670
Epoch 3/25... Discriminator Loss: 0.6214... Generator Loss: 2.4195
Epoch 3/25... Discriminator Loss: 0.4156... Generator Loss: 2.9238
Epoch 3/25... Discriminator Loss: 0.3616... Generator Loss: 4.2743
Epoch 3/25... Discriminator Loss: 0.4574... Generator Loss: 3.2594
Epoch 3/25... Discriminator Loss: 0.3509... Generator Loss: 5.2087
Epoch 3/25... Discriminator Loss: 0.7918... Generator Loss: 1.9061
Epoch 3/25... Discriminator Loss: 0.7036... Generator Loss: 2.8048
Epoch 3/25... Discriminator Loss: 0.6228... Generator Loss: 3.2648
Epoch 3/25... Discriminator Loss: 0.4842... Generator Loss: 3.5411
Epoch 3/25... Discriminator Loss: 0.4109... Generator Loss: 3.5350
Epoch 3/25... Discriminator Loss: 0.5475... Generator Loss: 3.1609
Epoch 3/25... Discriminator Loss: 1.1926... Generator Loss: 1.8963
Epoch 3/25... Discriminator Loss: 0.4353... Generator Loss: 3.1195
Epoch 3/25... Discriminator Loss: 1.2081... Generator Loss: 2.3500
Epoch 3/25... Discriminator Loss: 0.7832... Generator Loss: 2.4156
Epoch 3/25... Discriminator Loss: 0.9063... Generator Loss: 3.4442
Epoch 3/25... Discriminator Loss: 0.3829... Generator Loss: 3.5076
Epoch 3/25... Discriminator Loss: 0.3855... Generator Loss: 3.5789
Epoch 3/25... Discriminator Loss: 0.5510... Generator Loss: 2.1088
Epoch 3/25... Discriminator Loss: 0.8083... Generator Loss: 3.8248
Epoch 3/25... Discriminator Loss: 0.4885... Generator Loss: 3.3733
Epoch 3/25... Discriminator Loss: 0.3790... Generator Loss: 4.1948
Epoch 3/25... Discriminator Loss: 0.3717... Generator Loss: 3.7257
Epoch 3/25... Discriminator Loss: 2.0174... Generator Loss: 4.9951
Epoch 3/25... Discriminator Loss: 0.5500... Generator Loss: 3.2325
Epoch 3/25... Discriminator Loss: 1.1846... Generator Loss: 5.3854
Epoch 3/25... Discriminator Loss: 0.7994... Generator Loss: 5.2939
Epoch 3/25... Discriminator Loss: 0.7162... Generator Loss: 2.2298
Epoch 3/25... Discriminator Loss: 0.7161... Generator Loss: 6.9359
Epoch 3/25... Discriminator Loss: 0.3463... Generator Loss: 6.2764
Epoch 3/25... Discriminator Loss: 0.8449... Generator Loss: 2.8083
Epoch 3/25... Discriminator Loss: 0.5120... Generator Loss: 3.2313
Epoch 3/25... Discriminator Loss: 0.4321... Generator Loss: 3.0784
Epoch 3/25... Discriminator Loss: 0.4726... Generator Loss: 2.7555
Epoch 3/25... Discriminator Loss: 0.4585... Generator Loss: 4.6966
Epoch 3/25... Discriminator Loss: 0.8641... Generator Loss: 2.1604
Epoch 3/25... Discriminator Loss: 0.5047... Generator Loss: 3.0886
Epoch 3/25... Discriminator Loss: 0.6262... Generator Loss: 1.9063
Epoch 3/25... Discriminator Loss: 0.4436... Generator Loss: 2.6695
Epoch 3/25... Discriminator Loss: 0.6813... Generator Loss: 3.8300
Epoch 3/25... Discriminator Loss: 0.3783... Generator Loss: 3.8502
Epoch 3/25... Discriminator Loss: 0.4900... Generator Loss: 2.6631
Epoch 3/25... Discriminator Loss: 0.7711... Generator Loss: 3.0123
Epoch 3/25... Discriminator Loss: 0.5972... Generator Loss: 2.9312
Epoch 3/25... Discriminator Loss: 0.3769... Generator Loss: 3.4408
Epoch 3/25... Discriminator Loss: 0.3547... Generator Loss: 8.5217
Epoch 3/25... Discriminator Loss: 0.3929... Generator Loss: 3.3360
Epoch 3/25... Discriminator Loss: 0.4029... Generator Loss: 2.6911
Epoch 3/25... Discriminator Loss: 0.3452... Generator Loss: 8.1638
Epoch 3/25... Discriminator Loss: 0.3745... Generator Loss: 3.3347
Epoch 3/25... Discriminator Loss: 0.5538... Generator Loss: 3.3852
Epoch 3/25... Discriminator Loss: 0.9232... Generator Loss: 2.6338
Epoch 3/25... Discriminator Loss: 0.3558... Generator Loss: 4.1580
Epoch 3/25... Discriminator Loss: 0.4763... Generator Loss: 4.3912
Epoch 3/25... Discriminator Loss: 0.4831... Generator Loss: 2.1971
Epoch 3/25... Discriminator Loss: 0.3998... Generator Loss: 3.6123
Epoch 3/25... Discriminator Loss: 0.4767... Generator Loss: 2.8320
Epoch 3/25... Discriminator Loss: 1.0231... Generator Loss: 3.1768
Epoch 3/25... Discriminator Loss: 0.8494... Generator Loss: 2.6263
Epoch 3/25... Discriminator Loss: 0.3851... Generator Loss: 2.9080
Epoch 3/25... Discriminator Loss: 0.8643... Generator Loss: 7.9805
Epoch 3/25... Discriminator Loss: 1.2082... Generator Loss: 10.8444
Epoch 3/25... Discriminator Loss: 1.1362... Generator Loss: 5.7337
Epoch 3/25... Discriminator Loss: 0.4523... Generator Loss: 2.4076
Epoch 3/25... Discriminator Loss: 0.3901... Generator Loss: 4.6505
Epoch 3/25... Discriminator Loss: 1.4656... Generator Loss: 3.5473
Epoch 3/25... Discriminator Loss: 0.9159... Generator Loss: 2.6941
Epoch 3/25... Discriminator Loss: 0.5677... Generator Loss: 6.2921
Epoch 3/25... Discriminator Loss: 0.9236... Generator Loss: 3.3277
Epoch 3/25... Discriminator Loss: 0.4304... Generator Loss: 3.8458
Epoch 3/25... Discriminator Loss: 0.9727... Generator Loss: 3.8485
Epoch 3/25... Discriminator Loss: 0.4505... Generator Loss: 3.6080
Epoch 3/25... Discriminator Loss: 0.3870... Generator Loss: 3.4744
Epoch 3/25... Discriminator Loss: 0.5533... Generator Loss: 3.5841
Epoch 3/25... Discriminator Loss: 0.3786... Generator Loss: 6.5240
Epoch 3/25... Discriminator Loss: 0.9975... Generator Loss: 1.4592
Epoch 3/25... Discriminator Loss: 0.4100... Generator Loss: 3.9242
Epoch 3/25... Discriminator Loss: 0.7035... Generator Loss: 2.0321
Epoch 3/25... Discriminator Loss: 0.7545... Generator Loss: 9.2834
Epoch 3/25... Discriminator Loss: 1.5744... Generator Loss: 2.4773
Epoch 3/25... Discriminator Loss: 0.5308... Generator Loss: 2.4844
Epoch 3/25... Discriminator Loss: 0.6842... Generator Loss: 4.3924
Epoch 3/25... Discriminator Loss: 1.2730... Generator Loss: 5.0682
Epoch 3/25... Discriminator Loss: 0.5776... Generator Loss: 2.9952
Epoch 3/25... Discriminator Loss: 0.4186... Generator Loss: 2.9223
Epoch 3/25... Discriminator Loss: 0.4326... Generator Loss: 4.8957
Epoch 3/25... Discriminator Loss: 1.0618... Generator Loss: 3.9449
Epoch 3/25... Discriminator Loss: 0.7044... Generator Loss: 2.5270
Epoch 3/25... Discriminator Loss: 1.7166... Generator Loss: 4.6165
Epoch 3/25... Discriminator Loss: 1.5237... Generator Loss: 2.8564
Epoch 3/25... Discriminator Loss: 0.3764... Generator Loss: 4.2085
Epoch 3/25... Discriminator Loss: 0.3589... Generator Loss: 5.2496
Epoch 3/25... Discriminator Loss: 0.9220... Generator Loss: 1.9054
Epoch 3/25... Discriminator Loss: 0.5240... Generator Loss: 2.7220
Epoch 3/25... Discriminator Loss: 1.1180... Generator Loss: 2.5429
Epoch 3/25... Discriminator Loss: 0.4447... Generator Loss: 2.7440
Epoch 3/25... Discriminator Loss: 1.0064... Generator Loss: 5.0644
Epoch 3/25... Discriminator Loss: 0.5786... Generator Loss: 2.7817
Epoch 3/25... Discriminator Loss: 0.8346... Generator Loss: 4.4845
Epoch 3/25... Discriminator Loss: 0.7082... Generator Loss: 2.0317
Epoch 3/25... Discriminator Loss: 0.4211... Generator Loss: 3.9200
Epoch 3/25... Discriminator Loss: 0.5760... Generator Loss: 2.7499
Epoch 3/25... Discriminator Loss: 0.6652... Generator Loss: 3.6725
Epoch 3/25... Discriminator Loss: 0.5867... Generator Loss: 2.8441
Epoch 3/25... Discriminator Loss: 0.3764... Generator Loss: 5.5268
Epoch 3/25... Discriminator Loss: 0.4317... Generator Loss: 3.1070
Epoch 3/25... Discriminator Loss: 0.3779... Generator Loss: 4.4552
Epoch 3/25... Discriminator Loss: 1.1452... Generator Loss: 4.4790
Epoch 3/25... Discriminator Loss: 1.0457... Generator Loss: 2.6623
Epoch 3/25... Discriminator Loss: 0.4467... Generator Loss: 2.7393
Epoch 3/25... Discriminator Loss: 0.8378... Generator Loss: 2.7921
Epoch 3/25... Discriminator Loss: 0.5298... Generator Loss: 2.0605
Epoch 3/25... Discriminator Loss: 1.3334... Generator Loss: 3.6101
Epoch 3/25... Discriminator Loss: 0.8407... Generator Loss: 2.5816
Epoch 3/25... Discriminator Loss: 0.8990... Generator Loss: 3.3273
Epoch 3/25... Discriminator Loss: 0.9217... Generator Loss: 1.6423
Epoch 3/25... Discriminator Loss: 1.2306... Generator Loss: 2.5698
Epoch 3/25... Discriminator Loss: 0.8549... Generator Loss: 5.4040
Epoch 3/25... Discriminator Loss: 0.5021... Generator Loss: 3.1547
Epoch 3/25... Discriminator Loss: 0.3637... Generator Loss: 7.2357
Epoch 3/25... Discriminator Loss: 0.3777... Generator Loss: 8.3119
Epoch 3/25... Discriminator Loss: 0.4417... Generator Loss: 5.5059
Epoch 3/25... Discriminator Loss: 0.4608... Generator Loss: 2.9346
Epoch 3/25... Discriminator Loss: 0.7860... Generator Loss: 2.8232
Epoch 3/25... Discriminator Loss: 0.3883... Generator Loss: 2.6450
Epoch 3/25... Discriminator Loss: 0.9413... Generator Loss: 4.9843
Epoch 3/25... Discriminator Loss: 0.8580... Generator Loss: 2.5069
Epoch 3/25... Discriminator Loss: 0.9721... Generator Loss: 3.7028
Epoch 3/25... Discriminator Loss: 0.3634... Generator Loss: 3.6164
Epoch 3/25... Discriminator Loss: 0.5104... Generator Loss: 3.1132
Epoch 3/25... Discriminator Loss: 0.3516... Generator Loss: 4.7200
Epoch 4/25... Discriminator Loss: 0.3800... Generator Loss: 4.0361
Epoch 4/25... Discriminator Loss: 0.6833... Generator Loss: 4.4758
Epoch 4/25... Discriminator Loss: 0.3969... Generator Loss: 3.7255
Epoch 4/25... Discriminator Loss: 0.3710... Generator Loss: 4.2299
Epoch 4/25... Discriminator Loss: 0.8992... Generator Loss: 2.0822
Epoch 4/25... Discriminator Loss: 0.5264... Generator Loss: 2.7710
Epoch 4/25... Discriminator Loss: 1.0589... Generator Loss: 4.2422
Epoch 4/25... Discriminator Loss: 0.9905... Generator Loss: 1.9276
Epoch 4/25... Discriminator Loss: 0.8242... Generator Loss: 3.5795
Epoch 4/25... Discriminator Loss: 0.7181... Generator Loss: 2.5111
Epoch 4/25... Discriminator Loss: 0.7904... Generator Loss: 4.9700
Epoch 4/25... Discriminator Loss: 0.6936... Generator Loss: 6.6656
Epoch 4/25... Discriminator Loss: 0.3460... Generator Loss: 5.0208
Epoch 4/25... Discriminator Loss: 0.8641... Generator Loss: 3.9333
Epoch 4/25... Discriminator Loss: 0.5140... Generator Loss: 3.5587
Epoch 4/25... Discriminator Loss: 0.4625... Generator Loss: 3.0364
Epoch 4/25... Discriminator Loss: 0.4070... Generator Loss: 3.3018
Epoch 4/25... Discriminator Loss: 0.4269... Generator Loss: 5.0941
Epoch 4/25... Discriminator Loss: 0.6972... Generator Loss: 4.4612
Epoch 4/25... Discriminator Loss: 0.4533... Generator Loss: 5.1435
Epoch 4/25... Discriminator Loss: 0.4407... Generator Loss: 3.0329
Epoch 4/25... Discriminator Loss: 0.3746... Generator Loss: 3.6868
Epoch 4/25... Discriminator Loss: 0.5420... Generator Loss: 2.3844
Epoch 4/25... Discriminator Loss: 0.9759... Generator Loss: 5.4323
Epoch 4/25... Discriminator Loss: 0.4637... Generator Loss: 2.5862
Epoch 4/25... Discriminator Loss: 0.4928... Generator Loss: 5.1587
Epoch 4/25... Discriminator Loss: 0.7904... Generator Loss: 3.6247
Epoch 4/25... Discriminator Loss: 0.6378... Generator Loss: 2.0769
Epoch 4/25... Discriminator Loss: 0.4231... Generator Loss: 3.2090
Epoch 4/25... Discriminator Loss: 0.6277... Generator Loss: 6.3794
Epoch 4/25... Discriminator Loss: 0.4018... Generator Loss: 3.5631
Epoch 4/25... Discriminator Loss: 0.3601... Generator Loss: 4.2456
Epoch 4/25... Discriminator Loss: 0.6874... Generator Loss: 2.6260
Epoch 4/25... Discriminator Loss: 1.0848... Generator Loss: 5.7826
Epoch 4/25... Discriminator Loss: 0.7227... Generator Loss: 3.1207
Epoch 4/25... Discriminator Loss: 0.6454... Generator Loss: 3.7818
Epoch 4/25... Discriminator Loss: 1.0012... Generator Loss: 4.9880
Epoch 4/25... Discriminator Loss: 0.7047... Generator Loss: 2.5035
Epoch 4/25... Discriminator Loss: 1.0076... Generator Loss: 2.1139
Epoch 4/25... Discriminator Loss: 0.9473... Generator Loss: 3.7752
Epoch 4/25... Discriminator Loss: 0.8057... Generator Loss: 9.5400
Epoch 4/25... Discriminator Loss: 0.4364... Generator Loss: 2.5382
Epoch 4/25... Discriminator Loss: 0.8391... Generator Loss: 2.6897
Epoch 4/25... Discriminator Loss: 0.8840... Generator Loss: 3.8540
Epoch 4/25... Discriminator Loss: 1.1228... Generator Loss: 2.4997
Epoch 4/25... Discriminator Loss: 0.9496... Generator Loss: 3.1563
Epoch 4/25... Discriminator Loss: 0.5142... Generator Loss: 2.6594
Epoch 4/25... Discriminator Loss: 0.4554... Generator Loss: 2.8225
Epoch 4/25... Discriminator Loss: 0.9955... Generator Loss: 1.4071
Epoch 4/25... Discriminator Loss: 0.4803... Generator Loss: 3.0960
Epoch 4/25... Discriminator Loss: 0.7553... Generator Loss: 4.3134
Epoch 4/25... Discriminator Loss: 2.7397... Generator Loss: 8.1859
Epoch 4/25... Discriminator Loss: 0.9190... Generator Loss: 3.5599
Epoch 4/25... Discriminator Loss: 0.4278... Generator Loss: 6.8289
Epoch 4/25... Discriminator Loss: 0.6594... Generator Loss: 2.8012
Epoch 4/25... Discriminator Loss: 0.5711... Generator Loss: 4.9444
Epoch 4/25... Discriminator Loss: 0.7077... Generator Loss: 2.5552
Epoch 4/25... Discriminator Loss: 1.0999... Generator Loss: 2.4154
Epoch 4/25... Discriminator Loss: 0.4635... Generator Loss: 3.0038
Epoch 4/25... Discriminator Loss: 0.5204... Generator Loss: 3.1265
Epoch 4/25... Discriminator Loss: 0.9745... Generator Loss: 3.0387
Epoch 4/25... Discriminator Loss: 0.8845... Generator Loss: 4.6725
Epoch 4/25... Discriminator Loss: 0.3817... Generator Loss: 3.2773
Epoch 4/25... Discriminator Loss: 0.6938... Generator Loss: 2.8664
Epoch 4/25... Discriminator Loss: 0.5232... Generator Loss: 2.6715
Epoch 4/25... Discriminator Loss: 0.4079... Generator Loss: 3.5900
Epoch 4/25... Discriminator Loss: 2.1384... Generator Loss: 8.2946
Epoch 4/25... Discriminator Loss: 2.0153... Generator Loss: 2.0085
Epoch 4/25... Discriminator Loss: 0.7919... Generator Loss: 3.4068
Epoch 4/25... Discriminator Loss: 0.6137... Generator Loss: 2.8358
Epoch 4/25... Discriminator Loss: 0.5479... Generator Loss: 3.8007
Epoch 4/25... Discriminator Loss: 0.5942... Generator Loss: 2.7007
Epoch 4/25... Discriminator Loss: 0.7407... Generator Loss: 6.6096
Epoch 4/25... Discriminator Loss: 0.7147... Generator Loss: 2.8294
Epoch 4/25... Discriminator Loss: 2.6522... Generator Loss: 4.9906
Epoch 4/25... Discriminator Loss: 0.8963... Generator Loss: 2.6343
Epoch 4/25... Discriminator Loss: 0.5753... Generator Loss: 2.9995
Epoch 4/25... Discriminator Loss: 0.3992... Generator Loss: 3.8481
Epoch 4/25... Discriminator Loss: 1.1048... Generator Loss: 2.5541
Epoch 4/25... Discriminator Loss: 1.1099... Generator Loss: 3.7351
Epoch 4/25... Discriminator Loss: 0.5768... Generator Loss: 3.2814
Epoch 4/25... Discriminator Loss: 0.7771... Generator Loss: 3.6929
Epoch 4/25... Discriminator Loss: 0.7182... Generator Loss: 2.9870
Epoch 4/25... Discriminator Loss: 0.7019... Generator Loss: 2.6435
Epoch 4/25... Discriminator Loss: 1.2861... Generator Loss: 3.2527
Epoch 4/25... Discriminator Loss: 0.6738... Generator Loss: 2.8431
Epoch 4/25... Discriminator Loss: 0.4662... Generator Loss: 3.0163
Epoch 4/25... Discriminator Loss: 0.4474... Generator Loss: 4.0228
Epoch 4/25... Discriminator Loss: 0.4117... Generator Loss: 4.0738
Epoch 4/25... Discriminator Loss: 0.3565... Generator Loss: 5.6975
Epoch 4/25... Discriminator Loss: 1.4176... Generator Loss: 3.3446
Epoch 4/25... Discriminator Loss: 1.0438... Generator Loss: 9.2418
Epoch 4/25... Discriminator Loss: 1.4264... Generator Loss: 2.4263
Epoch 4/25... Discriminator Loss: 0.4913... Generator Loss: 3.0144
Epoch 4/25... Discriminator Loss: 0.3965... Generator Loss: 3.9044
Epoch 4/25... Discriminator Loss: 0.4043... Generator Loss: 3.1691
Epoch 4/25... Discriminator Loss: 0.6783... Generator Loss: 2.5794
Epoch 4/25... Discriminator Loss: 0.4879... Generator Loss: 2.6388
Epoch 4/25... Discriminator Loss: 0.5746... Generator Loss: 4.8511
Epoch 4/25... Discriminator Loss: 0.4569... Generator Loss: 6.1629
Epoch 4/25... Discriminator Loss: 0.5081... Generator Loss: 4.9559
Epoch 4/25... Discriminator Loss: 0.9448... Generator Loss: 5.3602
Epoch 4/25... Discriminator Loss: 0.5231... Generator Loss: 2.5875
Epoch 4/25... Discriminator Loss: 0.4527... Generator Loss: 3.1184
Epoch 4/25... Discriminator Loss: 0.7280... Generator Loss: 2.1211
Epoch 4/25... Discriminator Loss: 0.5316... Generator Loss: 2.6891
Epoch 4/25... Discriminator Loss: 1.6853... Generator Loss: 9.6918
Epoch 4/25... Discriminator Loss: 0.5516... Generator Loss: 2.9060
Epoch 4/25... Discriminator Loss: 0.5820... Generator Loss: 3.4400
Epoch 4/25... Discriminator Loss: 1.1173... Generator Loss: 6.4651
Epoch 4/25... Discriminator Loss: 0.5826... Generator Loss: 2.9592
Epoch 4/25... Discriminator Loss: 0.8891... Generator Loss: 3.2700
Epoch 4/25... Discriminator Loss: 0.5855... Generator Loss: 2.3863
Epoch 4/25... Discriminator Loss: 0.4909... Generator Loss: 2.8375
Epoch 4/25... Discriminator Loss: 0.6105... Generator Loss: 4.3603
Epoch 4/25... Discriminator Loss: 0.4267... Generator Loss: 3.1884
Epoch 4/25... Discriminator Loss: 0.6513... Generator Loss: 2.9523
Epoch 4/25... Discriminator Loss: 0.4826... Generator Loss: 3.3242
Epoch 4/25... Discriminator Loss: 0.3745... Generator Loss: 3.8699
Epoch 4/25... Discriminator Loss: 0.3957... Generator Loss: 7.1695
Epoch 4/25... Discriminator Loss: 0.4124... Generator Loss: 3.1977
Epoch 4/25... Discriminator Loss: 0.6409... Generator Loss: 5.5190
Epoch 4/25... Discriminator Loss: 1.0280... Generator Loss: 11.8533
Epoch 4/25... Discriminator Loss: 0.8183... Generator Loss: 6.9817
Epoch 4/25... Discriminator Loss: 0.3619... Generator Loss: 6.8703
Epoch 4/25... Discriminator Loss: 0.3704... Generator Loss: 4.3699
Epoch 4/25... Discriminator Loss: 0.5946... Generator Loss: 4.2381
Epoch 4/25... Discriminator Loss: 0.6637... Generator Loss: 3.4126
Epoch 4/25... Discriminator Loss: 0.6130... Generator Loss: 2.8845
Epoch 4/25... Discriminator Loss: 0.5549... Generator Loss: 2.5309
Epoch 4/25... Discriminator Loss: 0.5864... Generator Loss: 3.3252
Epoch 4/25... Discriminator Loss: 0.5235... Generator Loss: 3.5335
Epoch 4/25... Discriminator Loss: 0.3710... Generator Loss: 5.8811
Epoch 4/25... Discriminator Loss: 0.5492... Generator Loss: 3.7916
Epoch 4/25... Discriminator Loss: 0.8360... Generator Loss: 3.8195
Epoch 4/25... Discriminator Loss: 0.4961... Generator Loss: 3.3169
Epoch 4/25... Discriminator Loss: 0.3601... Generator Loss: 5.9322
Epoch 4/25... Discriminator Loss: 0.5130... Generator Loss: 3.6661
Epoch 4/25... Discriminator Loss: 0.7314... Generator Loss: 2.3372
Epoch 4/25... Discriminator Loss: 1.2106... Generator Loss: 3.1472
Epoch 4/25... Discriminator Loss: 0.8229... Generator Loss: 2.2212
Epoch 4/25... Discriminator Loss: 0.7176... Generator Loss: 5.0068
Epoch 4/25... Discriminator Loss: 0.5658... Generator Loss: 3.3047
Epoch 4/25... Discriminator Loss: 0.4122... Generator Loss: 2.6910
Epoch 4/25... Discriminator Loss: 0.5296... Generator Loss: 3.4667
Epoch 4/25... Discriminator Loss: 0.3924... Generator Loss: 3.2846
Epoch 4/25... Discriminator Loss: 0.5296... Generator Loss: 2.5145
Epoch 4/25... Discriminator Loss: 0.4968... Generator Loss: 4.0041
Epoch 4/25... Discriminator Loss: 0.5832... Generator Loss: 3.7475
Epoch 4/25... Discriminator Loss: 0.4899... Generator Loss: 3.4492
Epoch 4/25... Discriminator Loss: 1.0015... Generator Loss: 5.3032
Epoch 4/25... Discriminator Loss: 0.4638... Generator Loss: 2.1668
Epoch 4/25... Discriminator Loss: 0.6308... Generator Loss: 3.0504
Epoch 4/25... Discriminator Loss: 0.6809... Generator Loss: 3.0236
Epoch 4/25... Discriminator Loss: 0.9299... Generator Loss: 4.4597
Epoch 4/25... Discriminator Loss: 1.7963... Generator Loss: 5.2743
Epoch 4/25... Discriminator Loss: 1.2157... Generator Loss: 5.7305
Epoch 4/25... Discriminator Loss: 0.4891... Generator Loss: 2.6781
Epoch 4/25... Discriminator Loss: 0.8157... Generator Loss: 2.6757
Epoch 5/25... Discriminator Loss: 0.3975... Generator Loss: 3.8949
Epoch 5/25... Discriminator Loss: 1.3303... Generator Loss: 2.3785
Epoch 5/25... Discriminator Loss: 0.4675... Generator Loss: 2.3854
Epoch 5/25... Discriminator Loss: 0.7296... Generator Loss: 3.0677
Epoch 5/25... Discriminator Loss: 0.6202... Generator Loss: 3.4431
Epoch 5/25... Discriminator Loss: 0.7182... Generator Loss: 3.9472
Epoch 5/25... Discriminator Loss: 0.9610... Generator Loss: 5.1943
Epoch 5/25... Discriminator Loss: 0.4825... Generator Loss: 2.6443
Epoch 5/25... Discriminator Loss: 1.0772... Generator Loss: 4.8607
Epoch 5/25... Discriminator Loss: 1.1675... Generator Loss: 3.9773
Epoch 5/25... Discriminator Loss: 1.1793... Generator Loss: 2.1078
Epoch 5/25... Discriminator Loss: 0.5744... Generator Loss: 2.2278
Epoch 5/25... Discriminator Loss: 0.4500... Generator Loss: 3.0030
Epoch 5/25... Discriminator Loss: 1.4494... Generator Loss: 4.0676
Epoch 5/25... Discriminator Loss: 0.7315... Generator Loss: 4.4536
Epoch 5/25... Discriminator Loss: 0.3882... Generator Loss: 3.7341
Epoch 5/25... Discriminator Loss: 2.5192... Generator Loss: 7.6806
Epoch 5/25... Discriminator Loss: 1.6334... Generator Loss: 5.4471
Epoch 5/25... Discriminator Loss: 0.9843... Generator Loss: 2.2197
Epoch 5/25... Discriminator Loss: 0.6591... Generator Loss: 2.2887
Epoch 5/25... Discriminator Loss: 0.4254... Generator Loss: 2.9075
Epoch 5/25... Discriminator Loss: 0.4171... Generator Loss: 3.9102
Epoch 5/25... Discriminator Loss: 1.1438... Generator Loss: 4.0067
Epoch 5/25... Discriminator Loss: 1.0450... Generator Loss: 1.9365
Epoch 5/25... Discriminator Loss: 0.5944... Generator Loss: 3.0924
Epoch 5/25... Discriminator Loss: 0.4858... Generator Loss: 2.7711
Epoch 5/25... Discriminator Loss: 0.7614... Generator Loss: 3.6245
Epoch 5/25... Discriminator Loss: 0.5094... Generator Loss: 3.5307
Epoch 5/25... Discriminator Loss: 0.3579... Generator Loss: 4.4271
Epoch 5/25... Discriminator Loss: 0.4828... Generator Loss: 4.1464
Epoch 5/25... Discriminator Loss: 0.7503... Generator Loss: 3.9813
Epoch 5/25... Discriminator Loss: 0.6882... Generator Loss: 4.5093
Epoch 5/25... Discriminator Loss: 0.9435... Generator Loss: 2.5659
Epoch 5/25... Discriminator Loss: 0.3866... Generator Loss: 4.8443
Epoch 5/25... Discriminator Loss: 0.4437... Generator Loss: 6.5417
Epoch 5/25... Discriminator Loss: 0.5158... Generator Loss: 2.5046
Epoch 5/25... Discriminator Loss: 0.7121... Generator Loss: 4.0405
Epoch 5/25... Discriminator Loss: 0.4488... Generator Loss: 2.8602
Epoch 5/25... Discriminator Loss: 0.3809... Generator Loss: 3.8970
Epoch 5/25... Discriminator Loss: 0.4544... Generator Loss: 2.5380
Epoch 5/25... Discriminator Loss: 0.5570... Generator Loss: 2.1771
Epoch 5/25... Discriminator Loss: 0.7272... Generator Loss: 11.5731
Epoch 5/25... Discriminator Loss: 0.3865... Generator Loss: 6.4632
Epoch 5/25... Discriminator Loss: 0.5968... Generator Loss: 2.9667
Epoch 5/25... Discriminator Loss: 1.3287... Generator Loss: 6.7753
Epoch 5/25... Discriminator Loss: 0.5737... Generator Loss: 2.4626
Epoch 5/25... Discriminator Loss: 0.6453... Generator Loss: 4.4251
Epoch 5/25... Discriminator Loss: 0.4232... Generator Loss: 2.9054
Epoch 5/25... Discriminator Loss: 0.7884... Generator Loss: 2.4958
Epoch 5/25... Discriminator Loss: 0.4656... Generator Loss: 3.0693
Epoch 5/25... Discriminator Loss: 0.3685... Generator Loss: 3.7709
Epoch 5/25... Discriminator Loss: 1.1879... Generator Loss: 2.4291
Epoch 5/25... Discriminator Loss: 0.6778... Generator Loss: 7.2034
Epoch 5/25... Discriminator Loss: 0.8614... Generator Loss: 1.9992
Epoch 5/25... Discriminator Loss: 0.5338... Generator Loss: 2.8351
Epoch 5/25... Discriminator Loss: 0.4271... Generator Loss: 4.4457
Epoch 5/25... Discriminator Loss: 0.6462... Generator Loss: 1.6199
Epoch 5/25... Discriminator Loss: 3.0152... Generator Loss: 1.8828
Epoch 5/25... Discriminator Loss: 0.6028... Generator Loss: 3.4402
Epoch 5/25... Discriminator Loss: 0.4998... Generator Loss: 3.7279
Epoch 5/25... Discriminator Loss: 0.4060... Generator Loss: 5.3082
Epoch 5/25... Discriminator Loss: 0.4088... Generator Loss: 3.2264
Epoch 5/25... Discriminator Loss: 0.5385... Generator Loss: 2.2886
Epoch 5/25... Discriminator Loss: 0.7074... Generator Loss: 4.6259
Epoch 5/25... Discriminator Loss: 0.4398... Generator Loss: 3.3368
Epoch 5/25... Discriminator Loss: 0.4266... Generator Loss: 9.1629
Epoch 5/25... Discriminator Loss: 0.5772... Generator Loss: 3.7209
Epoch 5/25... Discriminator Loss: 0.3879... Generator Loss: 3.4508
Epoch 5/25... Discriminator Loss: 0.4327... Generator Loss: 2.7811
Epoch 5/25... Discriminator Loss: 1.0668... Generator Loss: 2.8105
Epoch 5/25... Discriminator Loss: 0.4608... Generator Loss: 2.6839
Epoch 5/25... Discriminator Loss: 0.3894... Generator Loss: 4.7061
Epoch 5/25... Discriminator Loss: 0.8756... Generator Loss: 2.3656
Epoch 5/25... Discriminator Loss: 0.6132... Generator Loss: 3.7871
Epoch 5/25... Discriminator Loss: 1.1224... Generator Loss: 3.6204
Epoch 5/25... Discriminator Loss: 0.4589... Generator Loss: 3.4135
Epoch 5/25... Discriminator Loss: 3.0841... Generator Loss: 2.2799
Epoch 5/25... Discriminator Loss: 0.4746... Generator Loss: 2.8696
Epoch 5/25... Discriminator Loss: 0.9575... Generator Loss: 1.6401
Epoch 5/25... Discriminator Loss: 0.5681... Generator Loss: 4.5072
Epoch 5/25... Discriminator Loss: 0.3965... Generator Loss: 3.5986
Epoch 5/25... Discriminator Loss: 0.4093... Generator Loss: 2.9714
Epoch 5/25... Discriminator Loss: 0.3725... Generator Loss: 4.1963
Epoch 5/25... Discriminator Loss: 0.6225... Generator Loss: 3.4561
Epoch 5/25... Discriminator Loss: 0.4068... Generator Loss: 5.7119
Epoch 5/25... Discriminator Loss: 0.3688... Generator Loss: 3.5344
Epoch 5/25... Discriminator Loss: 0.5216... Generator Loss: 3.6923
Epoch 5/25... Discriminator Loss: 1.5643... Generator Loss: 2.7014
Epoch 5/25... Discriminator Loss: 0.4677... Generator Loss: 3.1487
Epoch 5/25... Discriminator Loss: 0.3537... Generator Loss: 6.6225
Epoch 5/25... Discriminator Loss: 0.5300... Generator Loss: 3.1176
Epoch 5/25... Discriminator Loss: 0.7739... Generator Loss: 2.6789
Epoch 5/25... Discriminator Loss: 0.5396... Generator Loss: 3.6233
Epoch 5/25... Discriminator Loss: 1.0455... Generator Loss: 2.9001
Epoch 5/25... Discriminator Loss: 0.6081... Generator Loss: 3.2508
Epoch 5/25... Discriminator Loss: 0.4115... Generator Loss: 4.3558
Epoch 5/25... Discriminator Loss: 0.5764... Generator Loss: 3.0596
Epoch 5/25... Discriminator Loss: 0.5949... Generator Loss: 4.2452
Epoch 5/25... Discriminator Loss: 0.9443... Generator Loss: 4.3259
Epoch 5/25... Discriminator Loss: 0.7035... Generator Loss: 3.0128
Epoch 5/25... Discriminator Loss: 0.5891... Generator Loss: 2.2762
Epoch 5/25... Discriminator Loss: 0.7434... Generator Loss: 3.9111
Epoch 5/25... Discriminator Loss: 1.0004... Generator Loss: 2.3650
Epoch 5/25... Discriminator Loss: 0.5772... Generator Loss: 3.1978
Epoch 5/25... Discriminator Loss: 0.5423... Generator Loss: 2.4561
Epoch 5/25... Discriminator Loss: 0.5056... Generator Loss: 2.9903
Epoch 5/25... Discriminator Loss: 0.5079... Generator Loss: 1.8313
Epoch 5/25... Discriminator Loss: 0.4076... Generator Loss: 3.2714
Epoch 5/25... Discriminator Loss: 1.4078... Generator Loss: 4.3577
Epoch 5/25... Discriminator Loss: 0.7101... Generator Loss: 3.4473
Epoch 5/25... Discriminator Loss: 1.4367... Generator Loss: 4.2879
Epoch 5/25... Discriminator Loss: 0.6681... Generator Loss: 2.2334
Epoch 5/25... Discriminator Loss: 0.4465... Generator Loss: 3.1631
Epoch 5/25... Discriminator Loss: 0.3977... Generator Loss: 3.5025
Epoch 5/25... Discriminator Loss: 0.3929... Generator Loss: 6.2660
Epoch 5/25... Discriminator Loss: 0.8732... Generator Loss: 2.8749
Epoch 5/25... Discriminator Loss: 0.4717... Generator Loss: 2.9144
Epoch 5/25... Discriminator Loss: 0.3695... Generator Loss: 3.8616
Epoch 5/25... Discriminator Loss: 0.5377... Generator Loss: 3.1979
Epoch 5/25... Discriminator Loss: 1.0041... Generator Loss: 2.1386
Epoch 5/25... Discriminator Loss: 0.9151... Generator Loss: 2.5597
Epoch 5/25... Discriminator Loss: 0.5593... Generator Loss: 2.4565
Epoch 5/25... Discriminator Loss: 0.3492... Generator Loss: 5.9649
Epoch 5/25... Discriminator Loss: 0.7902... Generator Loss: 3.4914
Epoch 5/25... Discriminator Loss: 1.3701... Generator Loss: 2.8492
Epoch 5/25... Discriminator Loss: 0.5564... Generator Loss: 2.7471
Epoch 5/25... Discriminator Loss: 1.1972... Generator Loss: 4.3332
Epoch 5/25... Discriminator Loss: 0.6457... Generator Loss: 2.3991
Epoch 5/25... Discriminator Loss: 0.7395... Generator Loss: 1.7132
Epoch 5/25... Discriminator Loss: 0.5785... Generator Loss: 3.2076
Epoch 5/25... Discriminator Loss: 0.7697... Generator Loss: 2.9753
Epoch 5/25... Discriminator Loss: 0.5845... Generator Loss: 2.4646
Epoch 5/25... Discriminator Loss: 0.4890... Generator Loss: 3.7271
Epoch 5/25... Discriminator Loss: 0.9927... Generator Loss: 1.5416
Epoch 5/25... Discriminator Loss: 1.2139... Generator Loss: 1.7072
Epoch 5/25... Discriminator Loss: 0.6154... Generator Loss: 2.2510
Epoch 5/25... Discriminator Loss: 1.7915... Generator Loss: 4.1416
Epoch 5/25... Discriminator Loss: 0.5894... Generator Loss: 2.9412
Epoch 5/25... Discriminator Loss: 0.4880... Generator Loss: 3.2897
Epoch 5/25... Discriminator Loss: 0.7860... Generator Loss: 4.0291
Epoch 5/25... Discriminator Loss: 0.6560... Generator Loss: 1.9052
Epoch 5/25... Discriminator Loss: 0.6725... Generator Loss: 3.5453
Epoch 5/25... Discriminator Loss: 1.2332... Generator Loss: 2.7958
Epoch 5/25... Discriminator Loss: 0.6068... Generator Loss: 6.0043
Epoch 5/25... Discriminator Loss: 0.8504... Generator Loss: 4.5316
Epoch 5/25... Discriminator Loss: 0.5142... Generator Loss: 3.3039
Epoch 5/25... Discriminator Loss: 0.4447... Generator Loss: 2.8913
Epoch 5/25... Discriminator Loss: 0.6981... Generator Loss: 2.5242
Epoch 5/25... Discriminator Loss: 0.5982... Generator Loss: 3.8687
Epoch 5/25... Discriminator Loss: 2.7595... Generator Loss: 4.2851
Epoch 5/25... Discriminator Loss: 0.9417... Generator Loss: 3.8774
Epoch 5/25... Discriminator Loss: 0.8748... Generator Loss: 2.4313
Epoch 5/25... Discriminator Loss: 0.5766... Generator Loss: 2.9813
Epoch 5/25... Discriminator Loss: 0.5270... Generator Loss: 3.2903
Epoch 5/25... Discriminator Loss: 0.4710... Generator Loss: 3.4054
Epoch 5/25... Discriminator Loss: 0.4356... Generator Loss: 3.4738
Epoch 5/25... Discriminator Loss: 3.9300... Generator Loss: 1.3802
Epoch 5/25... Discriminator Loss: 0.5521... Generator Loss: 2.4766
Epoch 5/25... Discriminator Loss: 1.1786... Generator Loss: 3.6238
Epoch 6/25... Discriminator Loss: 1.0648... Generator Loss: 1.9958
Epoch 6/25... Discriminator Loss: 0.7536... Generator Loss: 3.1732
Epoch 6/25... Discriminator Loss: 0.3558... Generator Loss: 5.1948
Epoch 6/25... Discriminator Loss: 1.1773... Generator Loss: 3.4381
Epoch 6/25... Discriminator Loss: 0.3591... Generator Loss: 4.6739
Epoch 6/25... Discriminator Loss: 0.5046... Generator Loss: 2.2257
Epoch 6/25... Discriminator Loss: 0.4037... Generator Loss: 3.2429
Epoch 6/25... Discriminator Loss: 0.8030... Generator Loss: 5.5680
Epoch 6/25... Discriminator Loss: 1.2200... Generator Loss: 9.8764
Epoch 6/25... Discriminator Loss: 0.4293... Generator Loss: 3.3231
Epoch 6/25... Discriminator Loss: 0.7726... Generator Loss: 2.9001
Epoch 6/25... Discriminator Loss: 0.4194... Generator Loss: 3.4072
Epoch 6/25... Discriminator Loss: 0.6458... Generator Loss: 3.1089
Epoch 6/25... Discriminator Loss: 1.0948... Generator Loss: 4.9106
Epoch 6/25... Discriminator Loss: 0.4828... Generator Loss: 3.6533
Epoch 6/25... Discriminator Loss: 0.6099... Generator Loss: 3.4823
Epoch 6/25... Discriminator Loss: 0.9819... Generator Loss: 2.5446
Epoch 6/25... Discriminator Loss: 0.5345... Generator Loss: 8.7886
Epoch 6/25... Discriminator Loss: 0.5270... Generator Loss: 8.1739
Epoch 6/25... Discriminator Loss: 0.8665... Generator Loss: 3.2180
Epoch 6/25... Discriminator Loss: 0.4514... Generator Loss: 2.9454
Epoch 6/25... Discriminator Loss: 0.4151... Generator Loss: 3.0534
Epoch 6/25... Discriminator Loss: 0.8548... Generator Loss: 3.5459
Epoch 6/25... Discriminator Loss: 0.3577... Generator Loss: 4.4989
Epoch 6/25... Discriminator Loss: 0.7573... Generator Loss: 2.6639
Epoch 6/25... Discriminator Loss: 0.6267... Generator Loss: 2.6876
Epoch 6/25... Discriminator Loss: 0.5354... Generator Loss: 2.7060
Epoch 6/25... Discriminator Loss: 0.4093... Generator Loss: 2.6941
Epoch 6/25... Discriminator Loss: 0.5224... Generator Loss: 3.4257
Epoch 6/25... Discriminator Loss: 0.4186... Generator Loss: 4.1675
Epoch 6/25... Discriminator Loss: 1.3234... Generator Loss: 6.1143
Epoch 6/25... Discriminator Loss: 0.7637... Generator Loss: 4.0837
Epoch 6/25... Discriminator Loss: 0.4281... Generator Loss: 3.6212
Epoch 6/25... Discriminator Loss: 0.3800... Generator Loss: 6.3849
Epoch 6/25... Discriminator Loss: 0.3483... Generator Loss: 5.1699
Epoch 6/25... Discriminator Loss: 0.5835... Generator Loss: 4.8460
Epoch 6/25... Discriminator Loss: 0.8908... Generator Loss: 2.6293
Epoch 6/25... Discriminator Loss: 0.5402... Generator Loss: 2.9882
Epoch 6/25... Discriminator Loss: 0.4182... Generator Loss: 3.6560
Epoch 6/25... Discriminator Loss: 1.7165... Generator Loss: 4.2562
Epoch 6/25... Discriminator Loss: 0.7940... Generator Loss: 1.8856
Epoch 6/25... Discriminator Loss: 0.9995... Generator Loss: 1.6155
Epoch 6/25... Discriminator Loss: 0.8721... Generator Loss: 1.6532
Epoch 6/25... Discriminator Loss: 0.4585... Generator Loss: 4.0241
Epoch 6/25... Discriminator Loss: 0.4185... Generator Loss: 2.7434
Epoch 6/25... Discriminator Loss: 0.3741... Generator Loss: 4.7339
Epoch 6/25... Discriminator Loss: 0.5232... Generator Loss: 3.1010
Epoch 6/25... Discriminator Loss: 1.7941... Generator Loss: 3.5502
Epoch 6/25... Discriminator Loss: 1.7020... Generator Loss: 2.3784
Epoch 6/25... Discriminator Loss: 0.5798... Generator Loss: 3.5757
Epoch 6/25... Discriminator Loss: 0.4806... Generator Loss: 2.8940
Epoch 6/25... Discriminator Loss: 0.8590... Generator Loss: 2.7316
Epoch 6/25... Discriminator Loss: 0.5543... Generator Loss: 2.9734
Epoch 6/25... Discriminator Loss: 0.3938... Generator Loss: 2.8379
Epoch 6/25... Discriminator Loss: 0.4211... Generator Loss: 2.8212
Epoch 6/25... Discriminator Loss: 0.3502... Generator Loss: 3.7076
Epoch 6/25... Discriminator Loss: 0.6498... Generator Loss: 1.5595
Epoch 6/25... Discriminator Loss: 1.3045... Generator Loss: 1.8870
Epoch 6/25... Discriminator Loss: 0.4844... Generator Loss: 3.6415
Epoch 6/25... Discriminator Loss: 0.4264... Generator Loss: 3.1385
Epoch 6/25... Discriminator Loss: 0.7702... Generator Loss: 5.4188
Epoch 6/25... Discriminator Loss: 0.6225... Generator Loss: 3.5134
Epoch 6/25... Discriminator Loss: 1.0055... Generator Loss: 4.1365
Epoch 6/25... Discriminator Loss: 0.9947... Generator Loss: 2.0911
Epoch 6/25... Discriminator Loss: 0.4858... Generator Loss: 2.3187
Epoch 6/25... Discriminator Loss: 1.5404... Generator Loss: 4.8029
Epoch 6/25... Discriminator Loss: 0.7562... Generator Loss: 2.9647
Epoch 6/25... Discriminator Loss: 0.8092... Generator Loss: 4.1477
Epoch 6/25... Discriminator Loss: 0.6344... Generator Loss: 3.6111
Epoch 6/25... Discriminator Loss: 0.5158... Generator Loss: 7.2286
Epoch 6/25... Discriminator Loss: 0.6912... Generator Loss: 4.1699
Epoch 6/25... Discriminator Loss: 0.7603... Generator Loss: 2.8958
Epoch 6/25... Discriminator Loss: 1.6061... Generator Loss: 4.4471
Epoch 6/25... Discriminator Loss: 0.8346... Generator Loss: 3.3025
Epoch 6/25... Discriminator Loss: 0.3743... Generator Loss: 4.1032
Epoch 6/25... Discriminator Loss: 0.3871... Generator Loss: 2.8775
Epoch 6/25... Discriminator Loss: 0.4734... Generator Loss: 3.9074
Epoch 6/25... Discriminator Loss: 0.4839... Generator Loss: 5.8522
Epoch 6/25... Discriminator Loss: 0.4258... Generator Loss: 2.8848
Epoch 6/25... Discriminator Loss: 1.2129... Generator Loss: 1.7751
Epoch 6/25... Discriminator Loss: 1.0408... Generator Loss: 3.6307
Epoch 6/25... Discriminator Loss: 0.8688... Generator Loss: 1.8651
Epoch 6/25... Discriminator Loss: 0.6334... Generator Loss: 2.9936
Epoch 6/25... Discriminator Loss: 0.6621... Generator Loss: 2.4137
Epoch 6/25... Discriminator Loss: 1.0619... Generator Loss: 1.8967
Epoch 6/25... Discriminator Loss: 0.3823... Generator Loss: 3.9480
Epoch 6/25... Discriminator Loss: 1.0488... Generator Loss: 2.3709
Epoch 6/25... Discriminator Loss: 0.7513... Generator Loss: 2.8423
Epoch 6/25... Discriminator Loss: 0.6192... Generator Loss: 3.2603
Epoch 6/25... Discriminator Loss: 0.3740... Generator Loss: 3.2712
Epoch 6/25... Discriminator Loss: 0.8749... Generator Loss: 5.6304
Epoch 6/25... Discriminator Loss: 0.3820... Generator Loss: 4.0073
Epoch 6/25... Discriminator Loss: 0.4381... Generator Loss: 3.5536
Epoch 6/25... Discriminator Loss: 0.4495... Generator Loss: 3.3125
Epoch 6/25... Discriminator Loss: 1.1736... Generator Loss: 3.5361
Epoch 6/25... Discriminator Loss: 1.3167... Generator Loss: 2.8434
Epoch 6/25... Discriminator Loss: 0.6198... Generator Loss: 3.5714
Epoch 6/25... Discriminator Loss: 0.6944... Generator Loss: 2.8606
Epoch 6/25... Discriminator Loss: 0.4793... Generator Loss: 2.1480
Epoch 6/25... Discriminator Loss: 0.4436... Generator Loss: 2.9011
Epoch 6/25... Discriminator Loss: 0.7122... Generator Loss: 3.7679
Epoch 6/25... Discriminator Loss: 0.4083... Generator Loss: 4.6836
Epoch 6/25... Discriminator Loss: 1.1754... Generator Loss: 9.7741
Epoch 6/25... Discriminator Loss: 0.4683... Generator Loss: 2.7751
Epoch 6/25... Discriminator Loss: 0.6673... Generator Loss: 3.4216
Epoch 6/25... Discriminator Loss: 0.3819... Generator Loss: 3.1885
Epoch 6/25... Discriminator Loss: 1.3096... Generator Loss: 3.2877
Epoch 6/25... Discriminator Loss: 0.6950... Generator Loss: 2.8800
Epoch 6/25... Discriminator Loss: 0.5283... Generator Loss: 1.8506
Epoch 6/25... Discriminator Loss: 0.6862... Generator Loss: 2.6973
Epoch 6/25... Discriminator Loss: 0.7033... Generator Loss: 2.6293
Epoch 6/25... Discriminator Loss: 0.3773... Generator Loss: 7.5714
Epoch 6/25... Discriminator Loss: 1.0347... Generator Loss: 3.5968
Epoch 6/25... Discriminator Loss: 0.7703... Generator Loss: 2.2362
Epoch 6/25... Discriminator Loss: 0.4401... Generator Loss: 3.1790
Epoch 6/25... Discriminator Loss: 0.7624... Generator Loss: 2.1054
Epoch 6/25... Discriminator Loss: 0.4840... Generator Loss: 2.9604
Epoch 6/25... Discriminator Loss: 0.5067... Generator Loss: 3.8617
Epoch 6/25... Discriminator Loss: 0.5039... Generator Loss: 3.2036
Epoch 6/25... Discriminator Loss: 0.4088... Generator Loss: 5.3227
Epoch 6/25... Discriminator Loss: 0.6175... Generator Loss: 3.2367
Epoch 6/25... Discriminator Loss: 0.4124... Generator Loss: 3.7936
Epoch 6/25... Discriminator Loss: 0.3937... Generator Loss: 3.6866
Epoch 6/25... Discriminator Loss: 0.7362... Generator Loss: 4.0053
Epoch 6/25... Discriminator Loss: 1.4760... Generator Loss: 4.8750
Epoch 6/25... Discriminator Loss: 0.5996... Generator Loss: 3.3904
Epoch 6/25... Discriminator Loss: 0.4482... Generator Loss: 3.5378
Epoch 6/25... Discriminator Loss: 0.8958... Generator Loss: 4.5275
Epoch 6/25... Discriminator Loss: 0.6036... Generator Loss: 2.0509
Epoch 6/25... Discriminator Loss: 0.4131... Generator Loss: 3.8616
Epoch 6/25... Discriminator Loss: 1.0114... Generator Loss: 3.1389
Epoch 6/25... Discriminator Loss: 0.6418... Generator Loss: 3.3180
Epoch 6/25... Discriminator Loss: 0.3626... Generator Loss: 3.9717
Epoch 6/25... Discriminator Loss: 1.2075... Generator Loss: 3.9718
Epoch 6/25... Discriminator Loss: 0.8144... Generator Loss: 5.5405
Epoch 6/25... Discriminator Loss: 0.4954... Generator Loss: 1.5222
Epoch 6/25... Discriminator Loss: 0.6134... Generator Loss: 3.3597
Epoch 6/25... Discriminator Loss: 0.6126... Generator Loss: 2.5828
Epoch 6/25... Discriminator Loss: 0.4667... Generator Loss: 4.2799
Epoch 6/25... Discriminator Loss: 0.3887... Generator Loss: 3.5247
Epoch 6/25... Discriminator Loss: 0.4421... Generator Loss: 5.8762
Epoch 6/25... Discriminator Loss: 0.5518... Generator Loss: 3.4954
Epoch 6/25... Discriminator Loss: 0.5399... Generator Loss: 6.0209
Epoch 6/25... Discriminator Loss: 0.6260... Generator Loss: 2.6568
Epoch 6/25... Discriminator Loss: 0.4079... Generator Loss: 3.4542
Epoch 6/25... Discriminator Loss: 2.6214... Generator Loss: 2.1404
Epoch 6/25... Discriminator Loss: 0.8368... Generator Loss: 3.0073
Epoch 6/25... Discriminator Loss: 0.5489... Generator Loss: 2.5271
Epoch 6/25... Discriminator Loss: 1.0189... Generator Loss: 5.3200
Epoch 6/25... Discriminator Loss: 0.6315... Generator Loss: 2.5590
Epoch 6/25... Discriminator Loss: 0.6894... Generator Loss: 2.7463
Epoch 6/25... Discriminator Loss: 1.3378... Generator Loss: 1.3675
Epoch 6/25... Discriminator Loss: 1.2625... Generator Loss: 3.4003
Epoch 6/25... Discriminator Loss: 0.8325... Generator Loss: 3.3024
Epoch 6/25... Discriminator Loss: 1.1653... Generator Loss: 2.5107
Epoch 6/25... Discriminator Loss: 0.8548... Generator Loss: 2.2354
Epoch 6/25... Discriminator Loss: 0.4391... Generator Loss: 2.3943
Epoch 6/25... Discriminator Loss: 0.4774... Generator Loss: 3.0722
Epoch 6/25... Discriminator Loss: 0.7659... Generator Loss: 2.5630
Epoch 7/25... Discriminator Loss: 0.3926... Generator Loss: 2.8955
Epoch 7/25... Discriminator Loss: 1.3139... Generator Loss: 2.8972
Epoch 7/25... Discriminator Loss: 0.5904... Generator Loss: 3.0822
Epoch 7/25... Discriminator Loss: 0.3951... Generator Loss: 3.1529
Epoch 7/25... Discriminator Loss: 0.6045... Generator Loss: 6.6884
Epoch 7/25... Discriminator Loss: 0.8656... Generator Loss: 4.0812
Epoch 7/25... Discriminator Loss: 0.9054... Generator Loss: 3.1959
Epoch 7/25... Discriminator Loss: 0.4345... Generator Loss: 3.9596
Epoch 7/25... Discriminator Loss: 0.6797... Generator Loss: 3.7691
Epoch 7/25... Discriminator Loss: 0.8233... Generator Loss: 3.1471
Epoch 7/25... Discriminator Loss: 1.3283... Generator Loss: 4.0109
Epoch 7/25... Discriminator Loss: 0.8173... Generator Loss: 2.3371
Epoch 7/25... Discriminator Loss: 0.3922... Generator Loss: 4.4968
Epoch 7/25... Discriminator Loss: 0.4859... Generator Loss: 2.5695
Epoch 7/25... Discriminator Loss: 0.8714... Generator Loss: 9.9515
Epoch 7/25... Discriminator Loss: 0.5547... Generator Loss: 2.3416
Epoch 7/25... Discriminator Loss: 0.5417... Generator Loss: 4.9997
Epoch 7/25... Discriminator Loss: 0.7300... Generator Loss: 2.6553
Epoch 7/25... Discriminator Loss: 0.6806... Generator Loss: 2.8841
Epoch 7/25... Discriminator Loss: 0.4633... Generator Loss: 4.5105
Epoch 7/25... Discriminator Loss: 0.3611... Generator Loss: 4.8987
Epoch 7/25... Discriminator Loss: 0.4050... Generator Loss: 6.5344
Epoch 7/25... Discriminator Loss: 0.6191... Generator Loss: 4.7182
Epoch 7/25... Discriminator Loss: 0.4071... Generator Loss: 3.8290
Epoch 7/25... Discriminator Loss: 0.4812... Generator Loss: 3.4718
Epoch 7/25... Discriminator Loss: 0.6261... Generator Loss: 2.7051
Epoch 7/25... Discriminator Loss: 0.8639... Generator Loss: 4.3693
Epoch 7/25... Discriminator Loss: 0.5126... Generator Loss: 2.9805
Epoch 7/25... Discriminator Loss: 0.4612... Generator Loss: 3.4953
Epoch 7/25... Discriminator Loss: 0.8767... Generator Loss: 3.0499
Epoch 7/25... Discriminator Loss: 0.5764... Generator Loss: 3.6279
Epoch 7/25... Discriminator Loss: 0.3446... Generator Loss: 5.9241
Epoch 7/25... Discriminator Loss: 0.9274... Generator Loss: 1.6049
Epoch 7/25... Discriminator Loss: 1.5833... Generator Loss: 1.7384
Epoch 7/25... Discriminator Loss: 1.4934... Generator Loss: 3.9844
Epoch 7/25... Discriminator Loss: 0.7039... Generator Loss: 3.6097
Epoch 7/25... Discriminator Loss: 0.8705... Generator Loss: 4.1656
Epoch 7/25... Discriminator Loss: 0.5503... Generator Loss: 2.9625
Epoch 7/25... Discriminator Loss: 1.1622... Generator Loss: 4.2263
Epoch 7/25... Discriminator Loss: 1.0931... Generator Loss: 2.3473
Epoch 7/25... Discriminator Loss: 0.8260... Generator Loss: 3.0472
Epoch 7/25... Discriminator Loss: 0.4225... Generator Loss: 3.1276
Epoch 7/25... Discriminator Loss: 0.4710... Generator Loss: 3.1489
Epoch 7/25... Discriminator Loss: 0.8567... Generator Loss: 2.8983
Epoch 7/25... Discriminator Loss: 0.8716... Generator Loss: 2.9552
Epoch 7/25... Discriminator Loss: 0.5549... Generator Loss: 2.1942
Epoch 7/25... Discriminator Loss: 0.5009... Generator Loss: 3.2154
Epoch 7/25... Discriminator Loss: 1.8459... Generator Loss: 5.2604
Epoch 7/25... Discriminator Loss: 0.6516... Generator Loss: 2.6399
Epoch 7/25... Discriminator Loss: 0.9850... Generator Loss: 3.4694
Epoch 7/25... Discriminator Loss: 0.8936... Generator Loss: 2.6512
Epoch 7/25... Discriminator Loss: 0.8226... Generator Loss: 3.4312
Epoch 7/25... Discriminator Loss: 0.9055... Generator Loss: 3.5611
Epoch 7/25... Discriminator Loss: 0.4380... Generator Loss: 4.4472
Epoch 7/25... Discriminator Loss: 0.5315... Generator Loss: 4.9484
Epoch 7/25... Discriminator Loss: 0.7050... Generator Loss: 7.4401
Epoch 7/25... Discriminator Loss: 0.4300... Generator Loss: 3.6427
Epoch 7/25... Discriminator Loss: 0.7914... Generator Loss: 3.6921
Epoch 7/25... Discriminator Loss: 0.8341... Generator Loss: 1.9797
Epoch 7/25... Discriminator Loss: 0.7706... Generator Loss: 3.8346
Epoch 7/25... Discriminator Loss: 0.6713... Generator Loss: 4.2666
Epoch 7/25... Discriminator Loss: 0.6105... Generator Loss: 3.0680
Epoch 7/25... Discriminator Loss: 0.5522... Generator Loss: 3.2463
Epoch 7/25... Discriminator Loss: 0.7088... Generator Loss: 3.4716
Epoch 7/25... Discriminator Loss: 0.6474... Generator Loss: 3.8097
Epoch 7/25... Discriminator Loss: 2.1080... Generator Loss: 3.4592
Epoch 7/25... Discriminator Loss: 0.9218... Generator Loss: 1.5530
Epoch 7/25... Discriminator Loss: 0.5372... Generator Loss: 3.2051
Epoch 7/25... Discriminator Loss: 0.3847... Generator Loss: 3.2353
Epoch 7/25... Discriminator Loss: 0.5548... Generator Loss: 3.7068
Epoch 7/25... Discriminator Loss: 1.0059... Generator Loss: 6.7427
Epoch 7/25... Discriminator Loss: 0.9588... Generator Loss: 1.8128
Epoch 7/25... Discriminator Loss: 0.5919... Generator Loss: 4.8954
Epoch 7/25... Discriminator Loss: 0.8695... Generator Loss: 1.8708
Epoch 7/25... Discriminator Loss: 0.4687... Generator Loss: 3.5334
Epoch 7/25... Discriminator Loss: 0.4481... Generator Loss: 3.9389
Epoch 7/25... Discriminator Loss: 0.6701... Generator Loss: 1.6765
Epoch 7/25... Discriminator Loss: 0.7501... Generator Loss: 1.8713
Epoch 7/25... Discriminator Loss: 0.4393... Generator Loss: 3.1552
Epoch 7/25... Discriminator Loss: 1.0330... Generator Loss: 4.4285
Epoch 7/25... Discriminator Loss: 2.7207... Generator Loss: 4.2288
Epoch 7/25... Discriminator Loss: 0.7073... Generator Loss: 1.9273
Epoch 7/25... Discriminator Loss: 0.5863... Generator Loss: 2.9016
Epoch 7/25... Discriminator Loss: 0.6018... Generator Loss: 2.6800
Epoch 7/25... Discriminator Loss: 0.3953... Generator Loss: 3.5945
Epoch 7/25... Discriminator Loss: 0.8906... Generator Loss: 3.3456
Epoch 7/25... Discriminator Loss: 0.9365... Generator Loss: 1.9258
Epoch 7/25... Discriminator Loss: 1.0383... Generator Loss: 3.0050
Epoch 7/25... Discriminator Loss: 0.9616... Generator Loss: 5.9036
Epoch 7/25... Discriminator Loss: 0.4698... Generator Loss: 2.6510
Epoch 7/25... Discriminator Loss: 0.9450... Generator Loss: 2.7914
Epoch 7/25... Discriminator Loss: 0.8533... Generator Loss: 2.1206
Epoch 7/25... Discriminator Loss: 1.0209... Generator Loss: 3.4247
Epoch 7/25... Discriminator Loss: 0.4548... Generator Loss: 2.2952
Epoch 7/25... Discriminator Loss: 0.7700... Generator Loss: 3.4887
Epoch 7/25... Discriminator Loss: 0.7246... Generator Loss: 3.5575
Epoch 7/25... Discriminator Loss: 0.6450... Generator Loss: 3.8578
Epoch 7/25... Discriminator Loss: 0.5000... Generator Loss: 3.2867
Epoch 7/25... Discriminator Loss: 0.4195... Generator Loss: 3.9044
Epoch 7/25... Discriminator Loss: 0.5940... Generator Loss: 2.6960
Epoch 7/25... Discriminator Loss: 0.6570... Generator Loss: 3.1561
Epoch 7/25... Discriminator Loss: 0.6652... Generator Loss: 4.4177
Epoch 7/25... Discriminator Loss: 0.6928... Generator Loss: 5.1628
Epoch 7/25... Discriminator Loss: 0.3805... Generator Loss: 3.4654
Epoch 7/25... Discriminator Loss: 0.4332... Generator Loss: 3.1966
Epoch 7/25... Discriminator Loss: 0.7551... Generator Loss: 2.4726
Epoch 7/25... Discriminator Loss: 0.6681... Generator Loss: 2.2921
Epoch 7/25... Discriminator Loss: 0.9221... Generator Loss: 2.2846
Epoch 7/25... Discriminator Loss: 1.0650... Generator Loss: 6.1809
Epoch 7/25... Discriminator Loss: 0.7149... Generator Loss: 2.5609
Epoch 7/25... Discriminator Loss: 1.1122... Generator Loss: 5.3546
Epoch 7/25... Discriminator Loss: 0.9327... Generator Loss: 4.0846
Epoch 7/25... Discriminator Loss: 1.0118... Generator Loss: 2.1724
Epoch 7/25... Discriminator Loss: 0.6705... Generator Loss: 2.7703
Epoch 7/25... Discriminator Loss: 0.6209... Generator Loss: 2.7817
Epoch 7/25... Discriminator Loss: 1.3071... Generator Loss: 4.7588
Epoch 7/25... Discriminator Loss: 0.4940... Generator Loss: 2.7922
Epoch 7/25... Discriminator Loss: 0.4078... Generator Loss: 3.1467
Epoch 7/25... Discriminator Loss: 0.4687... Generator Loss: 4.2272
Epoch 7/25... Discriminator Loss: 0.6407... Generator Loss: 2.1852
Epoch 7/25... Discriminator Loss: 0.4129... Generator Loss: 3.0314
Epoch 7/25... Discriminator Loss: 0.4306... Generator Loss: 4.2932
Epoch 7/25... Discriminator Loss: 0.4258... Generator Loss: 4.8494
Epoch 7/25... Discriminator Loss: 0.3521... Generator Loss: 7.3104
Epoch 7/25... Discriminator Loss: 0.8105... Generator Loss: 10.7842
Epoch 7/25... Discriminator Loss: 0.4425... Generator Loss: 2.2260
Epoch 7/25... Discriminator Loss: 0.3814... Generator Loss: 3.5897
Epoch 7/25... Discriminator Loss: 0.9343... Generator Loss: 1.5650
Epoch 7/25... Discriminator Loss: 0.4808... Generator Loss: 3.0994
Epoch 7/25... Discriminator Loss: 0.4817... Generator Loss: 3.1126
Epoch 7/25... Discriminator Loss: 0.5243... Generator Loss: 2.7790
Epoch 7/25... Discriminator Loss: 0.5613... Generator Loss: 4.5441
Epoch 7/25... Discriminator Loss: 0.6521... Generator Loss: 3.8621
Epoch 7/25... Discriminator Loss: 0.8569... Generator Loss: 4.9503
Epoch 7/25... Discriminator Loss: 0.5248... Generator Loss: 3.4673
Epoch 7/25... Discriminator Loss: 0.9990... Generator Loss: 5.8590
Epoch 7/25... Discriminator Loss: 0.4081... Generator Loss: 3.4143
Epoch 7/25... Discriminator Loss: 0.3957... Generator Loss: 3.5142
Epoch 7/25... Discriminator Loss: 1.2066... Generator Loss: 3.7663
Epoch 7/25... Discriminator Loss: 1.8169... Generator Loss: 3.5664
Epoch 7/25... Discriminator Loss: 0.7444... Generator Loss: 2.2723
Epoch 7/25... Discriminator Loss: 0.3766... Generator Loss: 3.3683
Epoch 7/25... Discriminator Loss: 0.7684... Generator Loss: 1.8350
Epoch 7/25... Discriminator Loss: 1.1494... Generator Loss: 1.7115
Epoch 7/25... Discriminator Loss: 0.6116... Generator Loss: 3.1363
Epoch 7/25... Discriminator Loss: 0.4867... Generator Loss: 3.2503
Epoch 7/25... Discriminator Loss: 0.4893... Generator Loss: 2.6091
Epoch 7/25... Discriminator Loss: 0.5007... Generator Loss: 3.1600
Epoch 7/25... Discriminator Loss: 0.4248... Generator Loss: 2.8263
Epoch 7/25... Discriminator Loss: 0.4674... Generator Loss: 3.1029
Epoch 7/25... Discriminator Loss: 0.8385... Generator Loss: 2.4140
Epoch 7/25... Discriminator Loss: 0.5546... Generator Loss: 3.3071
Epoch 7/25... Discriminator Loss: 0.4351... Generator Loss: 3.1891
Epoch 7/25... Discriminator Loss: 0.4206... Generator Loss: 2.8685
Epoch 7/25... Discriminator Loss: 0.4310... Generator Loss: 3.0859
Epoch 7/25... Discriminator Loss: 0.4243... Generator Loss: 3.3461
Epoch 7/25... Discriminator Loss: 1.1559... Generator Loss: 3.0041
Epoch 7/25... Discriminator Loss: 0.4480... Generator Loss: 3.3222
Epoch 7/25... Discriminator Loss: 0.4137... Generator Loss: 4.4583
Epoch 8/25... Discriminator Loss: 0.9008... Generator Loss: 4.4925
Epoch 8/25... Discriminator Loss: 0.9005... Generator Loss: 2.4326
Epoch 8/25... Discriminator Loss: 0.7924... Generator Loss: 3.6358
Epoch 8/25... Discriminator Loss: 0.4884... Generator Loss: 2.4437
Epoch 8/25... Discriminator Loss: 0.4069... Generator Loss: 2.4389
Epoch 8/25... Discriminator Loss: 0.7988... Generator Loss: 2.9437
Epoch 8/25... Discriminator Loss: 0.3615... Generator Loss: 4.3979
Epoch 8/25... Discriminator Loss: 1.1052... Generator Loss: 1.1120
Epoch 8/25... Discriminator Loss: 0.8603... Generator Loss: 2.0587
Epoch 8/25... Discriminator Loss: 1.0859... Generator Loss: 2.6026
Epoch 8/25... Discriminator Loss: 1.5910... Generator Loss: 2.8222
Epoch 8/25... Discriminator Loss: 0.7543... Generator Loss: 1.8696
Epoch 8/25... Discriminator Loss: 0.4483... Generator Loss: 4.0439
Epoch 8/25... Discriminator Loss: 0.7881... Generator Loss: 6.1907
Epoch 8/25... Discriminator Loss: 0.5796... Generator Loss: 2.7802
Epoch 8/25... Discriminator Loss: 1.0392... Generator Loss: 2.6523
Epoch 8/25... Discriminator Loss: 1.0917... Generator Loss: 2.4314
Epoch 8/25... Discriminator Loss: 1.4769... Generator Loss: 3.4447
Epoch 8/25... Discriminator Loss: 0.8372... Generator Loss: 2.0266
Epoch 8/25... Discriminator Loss: 0.5756... Generator Loss: 2.6127
Epoch 8/25... Discriminator Loss: 0.7053... Generator Loss: 3.2776
Epoch 8/25... Discriminator Loss: 0.9493... Generator Loss: 11.2248
Epoch 8/25... Discriminator Loss: 0.8199... Generator Loss: 1.7832
Epoch 8/25... Discriminator Loss: 0.4931... Generator Loss: 3.0360
Epoch 8/25... Discriminator Loss: 0.5022... Generator Loss: 3.3941
Epoch 8/25... Discriminator Loss: 0.7046... Generator Loss: 2.4709
Epoch 8/25... Discriminator Loss: 0.4928... Generator Loss: 3.3152
Epoch 8/25... Discriminator Loss: 1.0010... Generator Loss: 5.0883
Epoch 8/25... Discriminator Loss: 1.0047... Generator Loss: 2.4874
Epoch 8/25... Discriminator Loss: 0.4756... Generator Loss: 6.4250
Epoch 8/25... Discriminator Loss: 1.2461... Generator Loss: 1.8850
Epoch 8/25... Discriminator Loss: 0.9619... Generator Loss: 1.1413
Epoch 8/25... Discriminator Loss: 0.5762... Generator Loss: 2.9429
Epoch 8/25... Discriminator Loss: 0.6009... Generator Loss: 3.4734
Epoch 8/25... Discriminator Loss: 0.8969... Generator Loss: 4.5544
Epoch 8/25... Discriminator Loss: 0.6646... Generator Loss: 7.9433
Epoch 8/25... Discriminator Loss: 1.0750... Generator Loss: 3.4771
Epoch 8/25... Discriminator Loss: 0.4547... Generator Loss: 3.1624
Epoch 8/25... Discriminator Loss: 0.5248... Generator Loss: 3.2257
Epoch 8/25... Discriminator Loss: 1.0111... Generator Loss: 2.7018
Epoch 8/25... Discriminator Loss: 0.4537... Generator Loss: 2.8685
Epoch 8/25... Discriminator Loss: 1.5605... Generator Loss: 4.1686
Epoch 8/25... Discriminator Loss: 0.9758... Generator Loss: 1.5229
Epoch 8/25... Discriminator Loss: 0.6563... Generator Loss: 2.5446
Epoch 8/25... Discriminator Loss: 1.1972... Generator Loss: 3.3665
Epoch 8/25... Discriminator Loss: 0.8103... Generator Loss: 5.6640
Epoch 8/25... Discriminator Loss: 0.5513... Generator Loss: 4.4618
Epoch 8/25... Discriminator Loss: 0.4342... Generator Loss: 5.0822
Epoch 8/25... Discriminator Loss: 0.4852... Generator Loss: 2.8398
Epoch 8/25... Discriminator Loss: 0.3937... Generator Loss: 3.5422
Epoch 8/25... Discriminator Loss: 0.5683... Generator Loss: 2.7531
Epoch 8/25... Discriminator Loss: 0.6011... Generator Loss: 3.0117
Epoch 8/25... Discriminator Loss: 1.2915... Generator Loss: 3.4676
Epoch 8/25... Discriminator Loss: 0.9581... Generator Loss: 4.0575
Epoch 8/25... Discriminator Loss: 0.5829... Generator Loss: 2.8920
Epoch 8/25... Discriminator Loss: 0.5648... Generator Loss: 5.0378
Epoch 8/25... Discriminator Loss: 0.3825... Generator Loss: 3.2967
Epoch 8/25... Discriminator Loss: 0.4489... Generator Loss: 3.4654
Epoch 8/25... Discriminator Loss: 0.4543... Generator Loss: 5.8482
Epoch 8/25... Discriminator Loss: 0.3934... Generator Loss: 2.7119
Epoch 8/25... Discriminator Loss: 1.2515... Generator Loss: 4.0121
Epoch 8/25... Discriminator Loss: 1.3154... Generator Loss: 4.0898
Epoch 8/25... Discriminator Loss: 1.6133... Generator Loss: 1.5310
Epoch 8/25... Discriminator Loss: 1.1479... Generator Loss: 3.2021
Epoch 8/25... Discriminator Loss: 0.8096... Generator Loss: 2.6168
Epoch 8/25... Discriminator Loss: 0.8510... Generator Loss: 2.4803
Epoch 8/25... Discriminator Loss: 0.4314... Generator Loss: 3.5215
Epoch 8/25... Discriminator Loss: 0.3399... Generator Loss: 6.6445
Epoch 8/25... Discriminator Loss: 1.3446... Generator Loss: 2.5583
Epoch 8/25... Discriminator Loss: 0.3896... Generator Loss: 3.4850
Epoch 8/25... Discriminator Loss: 0.5726... Generator Loss: 2.9253
Epoch 8/25... Discriminator Loss: 0.5642... Generator Loss: 4.2766
Epoch 8/25... Discriminator Loss: 0.9010... Generator Loss: 2.8216
Epoch 8/25... Discriminator Loss: 0.5003... Generator Loss: 3.2115
Epoch 8/25... Discriminator Loss: 0.6436... Generator Loss: 7.3059
Epoch 8/25... Discriminator Loss: 0.6896... Generator Loss: 5.1852
Epoch 8/25... Discriminator Loss: 0.6424... Generator Loss: 3.0245
Epoch 8/25... Discriminator Loss: 0.4648... Generator Loss: 4.9305
Epoch 8/25... Discriminator Loss: 0.7972... Generator Loss: 3.7899
Epoch 8/25... Discriminator Loss: 0.3621... Generator Loss: 5.7879
Epoch 8/25... Discriminator Loss: 0.3792... Generator Loss: 4.3132
Epoch 8/25... Discriminator Loss: 0.3458... Generator Loss: 4.0119
Epoch 8/25... Discriminator Loss: 0.8062... Generator Loss: 3.8283
Epoch 8/25... Discriminator Loss: 0.4069... Generator Loss: 4.6846
Epoch 8/25... Discriminator Loss: 0.3949... Generator Loss: 3.8149
Epoch 8/25... Discriminator Loss: 0.4685... Generator Loss: 2.1521
Epoch 8/25... Discriminator Loss: 0.3849... Generator Loss: 3.3462
Epoch 8/25... Discriminator Loss: 0.4260... Generator Loss: 2.8451
Epoch 8/25... Discriminator Loss: 0.3996... Generator Loss: 3.7778
Epoch 8/25... Discriminator Loss: 1.2793... Generator Loss: 3.5744
Epoch 8/25... Discriminator Loss: 0.6333... Generator Loss: 7.0905
Epoch 8/25... Discriminator Loss: 1.8227... Generator Loss: 5.0688
Epoch 8/25... Discriminator Loss: 0.8839... Generator Loss: 3.1145
Epoch 8/25... Discriminator Loss: 0.5465... Generator Loss: 2.5366
Epoch 8/25... Discriminator Loss: 0.8179... Generator Loss: 2.9087
Epoch 8/25... Discriminator Loss: 0.4362... Generator Loss: 2.8841
Epoch 8/25... Discriminator Loss: 0.4425... Generator Loss: 2.9064
Epoch 8/25... Discriminator Loss: 0.3517... Generator Loss: 7.8674
Epoch 8/25... Discriminator Loss: 0.5536... Generator Loss: 3.5262
Epoch 8/25... Discriminator Loss: 0.8563... Generator Loss: 4.1945
Epoch 8/25... Discriminator Loss: 1.5414... Generator Loss: 2.8006
Epoch 8/25... Discriminator Loss: 1.0104... Generator Loss: 2.6367
Epoch 8/25... Discriminator Loss: 0.6862... Generator Loss: 4.5053
Epoch 8/25... Discriminator Loss: 0.3421... Generator Loss: 5.4488
Epoch 8/25... Discriminator Loss: 0.3574... Generator Loss: 5.9263
Epoch 8/25... Discriminator Loss: 0.3461... Generator Loss: 5.3312
Epoch 8/25... Discriminator Loss: 0.3528... Generator Loss: 5.7600
Epoch 8/25... Discriminator Loss: 1.0781... Generator Loss: 4.7713
Epoch 8/25... Discriminator Loss: 0.5045... Generator Loss: 3.4192
Epoch 8/25... Discriminator Loss: 2.1132... Generator Loss: 0.4818
Epoch 8/25... Discriminator Loss: 1.1177... Generator Loss: 2.4339
Epoch 8/25... Discriminator Loss: 1.0577... Generator Loss: 2.0374
Epoch 8/25... Discriminator Loss: 0.5218... Generator Loss: 2.4032
Epoch 8/25... Discriminator Loss: 0.4414... Generator Loss: 3.2124
Epoch 8/25... Discriminator Loss: 0.5460... Generator Loss: 3.1051
Epoch 8/25... Discriminator Loss: 0.4357... Generator Loss: 3.3292
Epoch 8/25... Discriminator Loss: 0.7710... Generator Loss: 3.8866
Epoch 8/25... Discriminator Loss: 0.8961... Generator Loss: 3.8868
Epoch 8/25... Discriminator Loss: 0.5995... Generator Loss: 3.2278
Epoch 8/25... Discriminator Loss: 0.5600... Generator Loss: 4.0611
Epoch 8/25... Discriminator Loss: 1.0960... Generator Loss: 3.1253
Epoch 8/25... Discriminator Loss: 1.1081... Generator Loss: 2.1049
Epoch 8/25... Discriminator Loss: 1.5158... Generator Loss: 3.8169
Epoch 8/25... Discriminator Loss: 0.9623... Generator Loss: 8.5864
Epoch 8/25... Discriminator Loss: 0.4983... Generator Loss: 2.3421
Epoch 8/25... Discriminator Loss: 0.5787... Generator Loss: 6.3962
Epoch 8/25... Discriminator Loss: 2.0116... Generator Loss: 0.6840
Epoch 8/25... Discriminator Loss: 0.9482... Generator Loss: 2.1021
Epoch 8/25... Discriminator Loss: 0.6262... Generator Loss: 3.3609
Epoch 8/25... Discriminator Loss: 0.5201... Generator Loss: 2.9252
Epoch 8/25... Discriminator Loss: 0.6060... Generator Loss: 2.6071
Epoch 8/25... Discriminator Loss: 0.4219... Generator Loss: 5.2443
Epoch 8/25... Discriminator Loss: 0.7429... Generator Loss: 2.5081
Epoch 8/25... Discriminator Loss: 0.4810... Generator Loss: 3.7058
Epoch 8/25... Discriminator Loss: 1.0163... Generator Loss: 2.7822
Epoch 8/25... Discriminator Loss: 0.9453... Generator Loss: 3.2210
Epoch 8/25... Discriminator Loss: 0.8970... Generator Loss: 2.5100
Epoch 8/25... Discriminator Loss: 1.5002... Generator Loss: 1.9059
Epoch 8/25... Discriminator Loss: 0.4272... Generator Loss: 3.2461
Epoch 8/25... Discriminator Loss: 0.8809... Generator Loss: 3.4457
Epoch 8/25... Discriminator Loss: 0.7863... Generator Loss: 2.0128
Epoch 8/25... Discriminator Loss: 1.0286... Generator Loss: 2.5117
Epoch 8/25... Discriminator Loss: 1.2772... Generator Loss: 2.6241
Epoch 8/25... Discriminator Loss: 0.7325... Generator Loss: 2.8259
Epoch 8/25... Discriminator Loss: 0.6240... Generator Loss: 3.7632
Epoch 8/25... Discriminator Loss: 0.4439... Generator Loss: 3.9320
Epoch 8/25... Discriminator Loss: 0.4655... Generator Loss: 2.7867
Epoch 8/25... Discriminator Loss: 0.9953... Generator Loss: 1.5736
Epoch 8/25... Discriminator Loss: 0.4709... Generator Loss: 2.5884
Epoch 8/25... Discriminator Loss: 0.5441... Generator Loss: 2.8840
Epoch 8/25... Discriminator Loss: 0.3779... Generator Loss: 3.0184
Epoch 8/25... Discriminator Loss: 0.5827... Generator Loss: 2.5192
Epoch 8/25... Discriminator Loss: 1.0284... Generator Loss: 4.1814
Epoch 8/25... Discriminator Loss: 0.3558... Generator Loss: 3.8090
Epoch 8/25... Discriminator Loss: 0.3576... Generator Loss: 3.8309
Epoch 8/25... Discriminator Loss: 0.3977... Generator Loss: 3.5093
Epoch 8/25... Discriminator Loss: 0.5264... Generator Loss: 3.1681
Epoch 8/25... Discriminator Loss: 1.3451... Generator Loss: 3.8040
Epoch 8/25... Discriminator Loss: 1.0023... Generator Loss: 5.3270
Epoch 9/25... Discriminator Loss: 0.8093... Generator Loss: 2.9275
Epoch 9/25... Discriminator Loss: 1.4397... Generator Loss: 3.6931
Epoch 9/25... Discriminator Loss: 0.4685... Generator Loss: 2.7966
Epoch 9/25... Discriminator Loss: 1.1061... Generator Loss: 4.0210
Epoch 9/25... Discriminator Loss: 0.4681... Generator Loss: 3.3378
Epoch 9/25... Discriminator Loss: 0.4314... Generator Loss: 3.1022
Epoch 9/25... Discriminator Loss: 0.6175... Generator Loss: 4.4653
Epoch 9/25... Discriminator Loss: 0.3425... Generator Loss: 6.1934
Epoch 9/25... Discriminator Loss: 0.3618... Generator Loss: 3.8783
Epoch 9/25... Discriminator Loss: 0.5006... Generator Loss: 3.3282
Epoch 9/25... Discriminator Loss: 0.5014... Generator Loss: 3.0785
Epoch 9/25... Discriminator Loss: 1.5881... Generator Loss: 2.6002
Epoch 9/25... Discriminator Loss: 0.4327... Generator Loss: 3.5996
Epoch 9/25... Discriminator Loss: 0.4547... Generator Loss: 3.7009
Epoch 9/25... Discriminator Loss: 0.4187... Generator Loss: 3.0180
Epoch 9/25... Discriminator Loss: 0.3566... Generator Loss: 4.8225
Epoch 9/25... Discriminator Loss: 0.8914... Generator Loss: 2.1874
Epoch 9/25... Discriminator Loss: 1.2075... Generator Loss: 4.0975
Epoch 9/25... Discriminator Loss: 0.4051... Generator Loss: 4.0325
Epoch 9/25... Discriminator Loss: 0.5580... Generator Loss: 2.4047
Epoch 9/25... Discriminator Loss: 0.7776... Generator Loss: 3.0929
Epoch 9/25... Discriminator Loss: 0.5149... Generator Loss: 3.1113
Epoch 9/25... Discriminator Loss: 0.7156... Generator Loss: 3.1456
Epoch 9/25... Discriminator Loss: 0.8008... Generator Loss: 3.6834
Epoch 9/25... Discriminator Loss: 0.4098... Generator Loss: 3.9659
Epoch 9/25... Discriminator Loss: 1.1219... Generator Loss: 3.6542
Epoch 9/25... Discriminator Loss: 0.9321... Generator Loss: 3.4061
Epoch 9/25... Discriminator Loss: 0.6100... Generator Loss: 2.8034
Epoch 9/25... Discriminator Loss: 0.4406... Generator Loss: 2.6519
Epoch 9/25... Discriminator Loss: 0.5759... Generator Loss: 3.2497
Epoch 9/25... Discriminator Loss: 1.1482... Generator Loss: 3.4356
Epoch 9/25... Discriminator Loss: 0.4824... Generator Loss: 3.8085
Epoch 9/25... Discriminator Loss: 1.0545... Generator Loss: 3.4052
Epoch 9/25... Discriminator Loss: 0.8390... Generator Loss: 3.3972
Epoch 9/25... Discriminator Loss: 1.0528... Generator Loss: 3.1196
Epoch 9/25... Discriminator Loss: 1.2760... Generator Loss: 2.7522
Epoch 9/25... Discriminator Loss: 0.8529... Generator Loss: 2.7161
Epoch 9/25... Discriminator Loss: 0.3621... Generator Loss: 4.1467
Epoch 9/25... Discriminator Loss: 0.3654... Generator Loss: 4.0410
Epoch 9/25... Discriminator Loss: 0.7696... Generator Loss: 1.7755
Epoch 9/25... Discriminator Loss: 0.4789... Generator Loss: 3.6301
Epoch 9/25... Discriminator Loss: 0.3578... Generator Loss: 4.2077
Epoch 9/25... Discriminator Loss: 0.5710... Generator Loss: 2.8550
Epoch 9/25... Discriminator Loss: 0.4979... Generator Loss: 3.4612
Epoch 9/25... Discriminator Loss: 2.3038... Generator Loss: 1.7441
Epoch 9/25... Discriminator Loss: 1.0032... Generator Loss: 2.5266
Epoch 9/25... Discriminator Loss: 1.3243... Generator Loss: 1.8935
Epoch 9/25... Discriminator Loss: 0.7597... Generator Loss: 1.7195
Epoch 9/25... Discriminator Loss: 0.4791... Generator Loss: 3.1316
Epoch 9/25... Discriminator Loss: 0.7380... Generator Loss: 3.5118
Epoch 9/25... Discriminator Loss: 1.0823... Generator Loss: 3.2482
Epoch 9/25... Discriminator Loss: 0.7699... Generator Loss: 1.5717
Epoch 9/25... Discriminator Loss: 0.4433... Generator Loss: 3.1459
Epoch 9/25... Discriminator Loss: 0.5583... Generator Loss: 3.2587
Epoch 9/25... Discriminator Loss: 0.8340... Generator Loss: 2.6486
Epoch 9/25... Discriminator Loss: 0.5135... Generator Loss: 2.8964
Epoch 9/25... Discriminator Loss: 0.5739... Generator Loss: 3.1269
Epoch 9/25... Discriminator Loss: 0.8005... Generator Loss: 1.6298
Epoch 9/25... Discriminator Loss: 0.5732... Generator Loss: 3.0907
Epoch 9/25... Discriminator Loss: 0.5476... Generator Loss: 9.3964
Epoch 9/25... Discriminator Loss: 1.0549... Generator Loss: 1.5641
Epoch 9/25... Discriminator Loss: 0.4862... Generator Loss: 3.0832
Epoch 9/25... Discriminator Loss: 0.6690... Generator Loss: 2.2726
Epoch 9/25... Discriminator Loss: 0.5504... Generator Loss: 3.2745
Epoch 9/25... Discriminator Loss: 0.9428... Generator Loss: 4.0332
Epoch 9/25... Discriminator Loss: 0.3615... Generator Loss: 3.7128
Epoch 9/25... Discriminator Loss: 0.5322... Generator Loss: 6.4896
Epoch 9/25... Discriminator Loss: 0.3509... Generator Loss: 4.9108
Epoch 9/25... Discriminator Loss: 0.4389... Generator Loss: 3.3874
Epoch 9/25... Discriminator Loss: 0.4250... Generator Loss: 2.5550
Epoch 9/25... Discriminator Loss: 1.1064... Generator Loss: 4.2842
Epoch 9/25... Discriminator Loss: 0.8525... Generator Loss: 3.1711
Epoch 9/25... Discriminator Loss: 1.1395... Generator Loss: 3.2734
Epoch 9/25... Discriminator Loss: 1.2820... Generator Loss: 2.8615
Epoch 9/25... Discriminator Loss: 0.3621... Generator Loss: 4.5800
Epoch 9/25... Discriminator Loss: 0.9100... Generator Loss: 2.3753
Epoch 9/25... Discriminator Loss: 1.9140... Generator Loss: 5.4015
Epoch 9/25... Discriminator Loss: 1.2414... Generator Loss: 4.8093
Epoch 9/25... Discriminator Loss: 0.3966... Generator Loss: 3.2922
Epoch 9/25... Discriminator Loss: 0.5629... Generator Loss: 4.0239
Epoch 9/25... Discriminator Loss: 0.3421... Generator Loss: 6.2141
Epoch 9/25... Discriminator Loss: 1.2122... Generator Loss: 5.2336
Epoch 9/25... Discriminator Loss: 0.4406... Generator Loss: 3.1170
Epoch 9/25... Discriminator Loss: 0.8127... Generator Loss: 4.3158
Epoch 9/25... Discriminator Loss: 1.1402... Generator Loss: 4.0474
Epoch 9/25... Discriminator Loss: 0.3457... Generator Loss: 6.3384
Epoch 9/25... Discriminator Loss: 0.4361... Generator Loss: 2.7719
Epoch 9/25... Discriminator Loss: 0.9485... Generator Loss: 3.8882
Epoch 9/25... Discriminator Loss: 0.8829... Generator Loss: 2.5673
Epoch 9/25... Discriminator Loss: 0.9611... Generator Loss: 2.3393
Epoch 9/25... Discriminator Loss: 1.0269... Generator Loss: 2.9390
Epoch 9/25... Discriminator Loss: 0.6691... Generator Loss: 2.9402
Epoch 9/25... Discriminator Loss: 0.3901... Generator Loss: 3.2121
Epoch 9/25... Discriminator Loss: 0.3817... Generator Loss: 4.2731
Epoch 9/25... Discriminator Loss: 0.4034... Generator Loss: 3.4689
Epoch 9/25... Discriminator Loss: 0.3975... Generator Loss: 3.3311
Epoch 9/25... Discriminator Loss: 0.4734... Generator Loss: 2.9531
Epoch 9/25... Discriminator Loss: 0.3550... Generator Loss: 4.6703
Epoch 9/25... Discriminator Loss: 2.5765... Generator Loss: 9.6856
Epoch 9/25... Discriminator Loss: 0.4061... Generator Loss: 2.7093
Epoch 9/25... Discriminator Loss: 1.3454... Generator Loss: 1.7080
Epoch 9/25... Discriminator Loss: 0.3616... Generator Loss: 5.7194
Epoch 9/25... Discriminator Loss: 0.4033... Generator Loss: 4.0096
Epoch 9/25... Discriminator Loss: 2.0516... Generator Loss: 2.8091
Epoch 9/25... Discriminator Loss: 1.4457... Generator Loss: 1.8575
Epoch 9/25... Discriminator Loss: 0.5824... Generator Loss: 3.0858
Epoch 9/25... Discriminator Loss: 1.5080... Generator Loss: 4.1551
Epoch 9/25... Discriminator Loss: 0.4487... Generator Loss: 3.2432
Epoch 9/25... Discriminator Loss: 0.3500... Generator Loss: 4.4094
Epoch 9/25... Discriminator Loss: 0.8305... Generator Loss: 3.5038
Epoch 9/25... Discriminator Loss: 0.4440... Generator Loss: 2.9956
Epoch 9/25... Discriminator Loss: 1.3233... Generator Loss: 3.7922
Epoch 9/25... Discriminator Loss: 0.9063... Generator Loss: 2.2165
Epoch 9/25... Discriminator Loss: 0.8234... Generator Loss: 3.8845
Epoch 9/25... Discriminator Loss: 0.4674... Generator Loss: 3.2125
Epoch 9/25... Discriminator Loss: 0.3856... Generator Loss: 3.2002
Epoch 9/25... Discriminator Loss: 0.8012... Generator Loss: 4.6094
Epoch 9/25... Discriminator Loss: 0.4482... Generator Loss: 3.0165
Epoch 9/25... Discriminator Loss: 0.3712... Generator Loss: 3.8530
Epoch 9/25... Discriminator Loss: 1.2784... Generator Loss: 2.0166
Epoch 9/25... Discriminator Loss: 3.5232... Generator Loss: 2.8426
Epoch 9/25... Discriminator Loss: 0.6677... Generator Loss: 1.9526
Epoch 9/25... Discriminator Loss: 1.3443... Generator Loss: 2.2504
Epoch 9/25... Discriminator Loss: 0.9687... Generator Loss: 2.6531
Epoch 9/25... Discriminator Loss: 0.9536... Generator Loss: 4.2082
Epoch 9/25... Discriminator Loss: 0.4978... Generator Loss: 2.9034
Epoch 9/25... Discriminator Loss: 0.5063... Generator Loss: 2.8334
Epoch 9/25... Discriminator Loss: 0.9588... Generator Loss: 1.6539
Epoch 9/25... Discriminator Loss: 0.4082... Generator Loss: 3.1597
Epoch 9/25... Discriminator Loss: 0.9271... Generator Loss: 3.3027
Epoch 9/25... Discriminator Loss: 0.3775... Generator Loss: 3.4597
Epoch 9/25... Discriminator Loss: 0.8670... Generator Loss: 4.7256
Epoch 9/25... Discriminator Loss: 0.6026... Generator Loss: 2.6139
Epoch 9/25... Discriminator Loss: 0.5030... Generator Loss: 3.1295
Epoch 9/25... Discriminator Loss: 0.4443... Generator Loss: 3.3190
Epoch 9/25... Discriminator Loss: 0.3781... Generator Loss: 3.2502
Epoch 9/25... Discriminator Loss: 1.4114... Generator Loss: 4.9644
Epoch 9/25... Discriminator Loss: 0.7979... Generator Loss: 2.7067
Epoch 9/25... Discriminator Loss: 0.4501... Generator Loss: 3.0427
Epoch 9/25... Discriminator Loss: 0.4281... Generator Loss: 3.2777
Epoch 9/25... Discriminator Loss: 0.8563... Generator Loss: 4.5459
Epoch 9/25... Discriminator Loss: 0.4044... Generator Loss: 6.7742
Epoch 9/25... Discriminator Loss: 0.7705... Generator Loss: 5.4559
Epoch 9/25... Discriminator Loss: 0.9646... Generator Loss: 1.3475
Epoch 9/25... Discriminator Loss: 0.3547... Generator Loss: 5.4299
Epoch 9/25... Discriminator Loss: 1.4263... Generator Loss: 4.4025
Epoch 9/25... Discriminator Loss: 0.7652... Generator Loss: 3.5796
Epoch 9/25... Discriminator Loss: 0.4056... Generator Loss: 2.7506
Epoch 9/25... Discriminator Loss: 1.2208... Generator Loss: 2.6276
Epoch 9/25... Discriminator Loss: 0.7426... Generator Loss: 3.1941
Epoch 9/25... Discriminator Loss: 0.4568... Generator Loss: 3.3274
Epoch 9/25... Discriminator Loss: 0.9086... Generator Loss: 3.0049
Epoch 9/25... Discriminator Loss: 0.5408... Generator Loss: 2.6096
Epoch 9/25... Discriminator Loss: 0.4989... Generator Loss: 3.4389
Epoch 9/25... Discriminator Loss: 0.3697... Generator Loss: 4.6892
Epoch 9/25... Discriminator Loss: 1.0050... Generator Loss: 2.4499
Epoch 9/25... Discriminator Loss: 0.9300... Generator Loss: 5.7757
Epoch 9/25... Discriminator Loss: 1.6346... Generator Loss: 2.2087
Epoch 9/25... Discriminator Loss: 1.1622... Generator Loss: 6.6143
Epoch 10/25... Discriminator Loss: 0.3857... Generator Loss: 3.2798
Epoch 10/25... Discriminator Loss: 0.9165... Generator Loss: 2.0858
Epoch 10/25... Discriminator Loss: 0.4829... Generator Loss: 2.6524
Epoch 10/25... Discriminator Loss: 0.3693... Generator Loss: 4.4356
Epoch 10/25... Discriminator Loss: 0.8563... Generator Loss: 1.6698
Epoch 10/25... Discriminator Loss: 1.4115... Generator Loss: 7.7919
Epoch 10/25... Discriminator Loss: 1.6422... Generator Loss: 4.8396
Epoch 10/25... Discriminator Loss: 0.4453... Generator Loss: 2.3825
Epoch 10/25... Discriminator Loss: 1.2819... Generator Loss: 2.9351
Epoch 10/25... Discriminator Loss: 0.4010... Generator Loss: 2.4478
Epoch 10/25... Discriminator Loss: 0.9933... Generator Loss: 4.3849
Epoch 10/25... Discriminator Loss: 0.5462... Generator Loss: 4.4177
Epoch 10/25... Discriminator Loss: 0.6939... Generator Loss: 2.5337
Epoch 10/25... Discriminator Loss: 1.0603... Generator Loss: 3.4478
Epoch 10/25... Discriminator Loss: 0.4714... Generator Loss: 2.9990
Epoch 10/25... Discriminator Loss: 2.1232... Generator Loss: 5.5621
Epoch 10/25... Discriminator Loss: 1.0074... Generator Loss: 1.5136
Epoch 10/25... Discriminator Loss: 1.0216... Generator Loss: 2.0131
Epoch 10/25... Discriminator Loss: 0.6644... Generator Loss: 2.6213
Epoch 10/25... Discriminator Loss: 0.4291... Generator Loss: 3.3313
Epoch 10/25... Discriminator Loss: 0.3765... Generator Loss: 3.7087
Epoch 10/25... Discriminator Loss: 0.4287... Generator Loss: 2.7322
Epoch 10/25... Discriminator Loss: 0.6713... Generator Loss: 2.3755
Epoch 10/25... Discriminator Loss: 0.9434... Generator Loss: 3.1136
Epoch 10/25... Discriminator Loss: 0.4037... Generator Loss: 3.1139
Epoch 10/25... Discriminator Loss: 0.5440... Generator Loss: 2.9681
Epoch 10/25... Discriminator Loss: 0.3763... Generator Loss: 3.0100
Epoch 10/25... Discriminator Loss: 0.7623... Generator Loss: 7.5310
Epoch 10/25... Discriminator Loss: 0.3468... Generator Loss: 7.6001
Epoch 10/25... Discriminator Loss: 0.7600... Generator Loss: 4.1079
Epoch 10/25... Discriminator Loss: 1.7274... Generator Loss: 4.1820
Epoch 10/25... Discriminator Loss: 0.4428... Generator Loss: 3.1685
Epoch 10/25... Discriminator Loss: 0.3825... Generator Loss: 3.7454
Epoch 10/25... Discriminator Loss: 0.4757... Generator Loss: 3.5660
Epoch 10/25... Discriminator Loss: 0.7116... Generator Loss: 2.3680
Epoch 10/25... Discriminator Loss: 2.3520... Generator Loss: 2.3169
Epoch 10/25... Discriminator Loss: 0.5878... Generator Loss: 4.8922
Epoch 10/25... Discriminator Loss: 0.6867... Generator Loss: 3.3479
Epoch 10/25... Discriminator Loss: 0.4683... Generator Loss: 3.0299
Epoch 10/25... Discriminator Loss: 0.3521... Generator Loss: 5.2173
Epoch 10/25... Discriminator Loss: 1.1847... Generator Loss: 6.8838
Epoch 10/25... Discriminator Loss: 0.6962... Generator Loss: 4.3338
Epoch 10/25... Discriminator Loss: 1.1196... Generator Loss: 0.6358
Epoch 10/25... Discriminator Loss: 0.7040... Generator Loss: 3.0035
Epoch 10/25... Discriminator Loss: 0.3409... Generator Loss: 6.7359
Epoch 10/25... Discriminator Loss: 0.3766... Generator Loss: 3.3088
Epoch 10/25... Discriminator Loss: 0.9463... Generator Loss: 2.0842
Epoch 10/25... Discriminator Loss: 0.5248... Generator Loss: 3.3317
Epoch 10/25... Discriminator Loss: 1.0412... Generator Loss: 3.1404
Epoch 10/25... Discriminator Loss: 0.5524... Generator Loss: 5.4235
Epoch 10/25... Discriminator Loss: 0.7464... Generator Loss: 1.5731
Epoch 10/25... Discriminator Loss: 0.6359... Generator Loss: 3.1976
Epoch 10/25... Discriminator Loss: 0.4240... Generator Loss: 3.0707
Epoch 10/25... Discriminator Loss: 0.7911... Generator Loss: 1.8113
Epoch 10/25... Discriminator Loss: 0.4668... Generator Loss: 4.0981
Epoch 10/25... Discriminator Loss: 0.8143... Generator Loss: 2.6882
Epoch 10/25... Discriminator Loss: 0.3593... Generator Loss: 4.6814
Epoch 10/25... Discriminator Loss: 1.3619... Generator Loss: 2.7221
Epoch 10/25... Discriminator Loss: 0.7027... Generator Loss: 3.0968
Epoch 10/25... Discriminator Loss: 0.8740... Generator Loss: 2.1632
Epoch 10/25... Discriminator Loss: 1.0889... Generator Loss: 1.4689
Epoch 10/25... Discriminator Loss: 0.6895... Generator Loss: 3.5792
Epoch 10/25... Discriminator Loss: 0.6597... Generator Loss: 1.9920
Epoch 10/25... Discriminator Loss: 0.3841... Generator Loss: 3.8384
Epoch 10/25... Discriminator Loss: 0.3956... Generator Loss: 3.2336
Epoch 10/25... Discriminator Loss: 0.3910... Generator Loss: 7.9676
Epoch 10/25... Discriminator Loss: 1.1047... Generator Loss: 2.1947
Epoch 10/25... Discriminator Loss: 0.6675... Generator Loss: 1.8610
Epoch 10/25... Discriminator Loss: 0.6030... Generator Loss: 4.6973
Epoch 10/25... Discriminator Loss: 0.5017... Generator Loss: 2.8324
Epoch 10/25... Discriminator Loss: 0.9761... Generator Loss: 3.8101
Epoch 10/25... Discriminator Loss: 0.4510... Generator Loss: 2.9847
Epoch 10/25... Discriminator Loss: 1.0757... Generator Loss: 1.8143
Epoch 10/25... Discriminator Loss: 0.7491... Generator Loss: 3.9396
Epoch 10/25... Discriminator Loss: 0.9791... Generator Loss: 3.4082
Epoch 10/25... Discriminator Loss: 0.4066... Generator Loss: 4.5567
Epoch 10/25... Discriminator Loss: 0.9835... Generator Loss: 4.0569
Epoch 10/25... Discriminator Loss: 1.1018... Generator Loss: 4.0762
Epoch 10/25... Discriminator Loss: 0.3463... Generator Loss: 5.7673
Epoch 10/25... Discriminator Loss: 0.3494... Generator Loss: 5.5149
Epoch 10/25... Discriminator Loss: 0.3612... Generator Loss: 6.7673
Epoch 10/25... Discriminator Loss: 0.3524... Generator Loss: 4.5034
Epoch 10/25... Discriminator Loss: 0.3473... Generator Loss: 4.3761
Epoch 10/25... Discriminator Loss: 0.6274... Generator Loss: 2.8724
Epoch 10/25... Discriminator Loss: 1.3857... Generator Loss: 2.4978
Epoch 10/25... Discriminator Loss: 0.6089... Generator Loss: 2.9225
Epoch 10/25... Discriminator Loss: 0.3733... Generator Loss: 3.1431
Epoch 10/25... Discriminator Loss: 0.4552... Generator Loss: 3.0338
Epoch 10/25... Discriminator Loss: 0.5819... Generator Loss: 2.3730
Epoch 10/25... Discriminator Loss: 0.8708... Generator Loss: 2.8430
Epoch 10/25... Discriminator Loss: 0.7969... Generator Loss: 3.3262
Epoch 10/25... Discriminator Loss: 0.7348... Generator Loss: 3.0736
Epoch 10/25... Discriminator Loss: 0.5793... Generator Loss: 3.2939
Epoch 10/25... Discriminator Loss: 1.3436... Generator Loss: 3.7551
Epoch 10/25... Discriminator Loss: 0.3873... Generator Loss: 4.6009
Epoch 10/25... Discriminator Loss: 0.4132... Generator Loss: 3.4111
Epoch 10/25... Discriminator Loss: 0.3860... Generator Loss: 4.4295
Epoch 10/25... Discriminator Loss: 0.3904... Generator Loss: 3.8479
Epoch 10/25... Discriminator Loss: 0.3469... Generator Loss: 5.9485
Epoch 10/25... Discriminator Loss: 1.3832... Generator Loss: 6.0977
Epoch 10/25... Discriminator Loss: 1.6703... Generator Loss: 1.9503
Epoch 10/25... Discriminator Loss: 0.7625... Generator Loss: 2.2294
Epoch 10/25... Discriminator Loss: 1.0364... Generator Loss: 1.6183
Epoch 10/25... Discriminator Loss: 2.9686... Generator Loss: 2.1717
Epoch 10/25... Discriminator Loss: 0.6743... Generator Loss: 4.5468
Epoch 10/25... Discriminator Loss: 0.4637... Generator Loss: 2.1595
Epoch 10/25... Discriminator Loss: 0.6558... Generator Loss: 2.6246
Epoch 10/25... Discriminator Loss: 0.4913... Generator Loss: 2.9382
Epoch 10/25... Discriminator Loss: 0.7991... Generator Loss: 8.1485
Epoch 10/25... Discriminator Loss: 0.3812... Generator Loss: 3.8734
Epoch 10/25... Discriminator Loss: 0.5669... Generator Loss: 2.3628
Epoch 10/25... Discriminator Loss: 0.4877... Generator Loss: 2.8960
Epoch 10/25... Discriminator Loss: 1.1879... Generator Loss: 5.8152
Epoch 10/25... Discriminator Loss: 0.9124... Generator Loss: 3.9888
Epoch 10/25... Discriminator Loss: 1.0820... Generator Loss: 2.5474
Epoch 10/25... Discriminator Loss: 0.5875... Generator Loss: 3.3534
Epoch 10/25... Discriminator Loss: 0.4598... Generator Loss: 2.8594
Epoch 10/25... Discriminator Loss: 0.6442... Generator Loss: 1.9656
Epoch 10/25... Discriminator Loss: 0.6287... Generator Loss: 3.2064
Epoch 10/25... Discriminator Loss: 0.8252... Generator Loss: 4.3499
Epoch 10/25... Discriminator Loss: 0.6462... Generator Loss: 2.1561
Epoch 10/25... Discriminator Loss: 1.2761... Generator Loss: 1.9178
Epoch 10/25... Discriminator Loss: 0.6284... Generator Loss: 2.6959
Epoch 10/25... Discriminator Loss: 1.1637... Generator Loss: 2.5375
Epoch 10/25... Discriminator Loss: 0.9691... Generator Loss: 2.8026
Epoch 10/25... Discriminator Loss: 0.5488... Generator Loss: 2.6816
Epoch 10/25... Discriminator Loss: 0.9609... Generator Loss: 5.2183
Epoch 10/25... Discriminator Loss: 0.4999... Generator Loss: 2.9975
Epoch 10/25... Discriminator Loss: 0.6094... Generator Loss: 2.5245
Epoch 10/25... Discriminator Loss: 0.3965... Generator Loss: 3.5713
Epoch 10/25... Discriminator Loss: 0.3491... Generator Loss: 5.0072
Epoch 10/25... Discriminator Loss: 0.8148... Generator Loss: 4.1415
Epoch 10/25... Discriminator Loss: 0.3988... Generator Loss: 2.7147
Epoch 10/25... Discriminator Loss: 0.9562... Generator Loss: 2.5935
Epoch 10/25... Discriminator Loss: 0.5099... Generator Loss: 2.3040
Epoch 10/25... Discriminator Loss: 0.6727... Generator Loss: 2.6260
Epoch 10/25... Discriminator Loss: 0.3461... Generator Loss: 4.6149
Epoch 10/25... Discriminator Loss: 0.5707... Generator Loss: 2.5896
Epoch 10/25... Discriminator Loss: 1.3324... Generator Loss: 1.6048
Epoch 10/25... Discriminator Loss: 0.7108... Generator Loss: 2.5766
Epoch 10/25... Discriminator Loss: 1.3582... Generator Loss: 4.3870
Epoch 10/25... Discriminator Loss: 1.1144... Generator Loss: 1.9867
Epoch 10/25... Discriminator Loss: 0.4172... Generator Loss: 5.1289
Epoch 10/25... Discriminator Loss: 0.6483... Generator Loss: 2.2350
Epoch 10/25... Discriminator Loss: 0.3870... Generator Loss: 3.2819
Epoch 10/25... Discriminator Loss: 0.3715... Generator Loss: 3.3046
Epoch 10/25... Discriminator Loss: 0.9197... Generator Loss: 2.7839
Epoch 10/25... Discriminator Loss: 0.3448... Generator Loss: 8.3359
Epoch 10/25... Discriminator Loss: 0.4385... Generator Loss: 2.9665
Epoch 10/25... Discriminator Loss: 0.5932... Generator Loss: 2.7464
Epoch 10/25... Discriminator Loss: 0.5906... Generator Loss: 2.2451
Epoch 10/25... Discriminator Loss: 0.4145... Generator Loss: 3.2990
Epoch 10/25... Discriminator Loss: 0.8406... Generator Loss: 5.8863
Epoch 10/25... Discriminator Loss: 2.8218... Generator Loss: 1.1792
Epoch 10/25... Discriminator Loss: 0.7115... Generator Loss: 2.1819
Epoch 10/25... Discriminator Loss: 0.3540... Generator Loss: 5.2974
Epoch 10/25... Discriminator Loss: 0.9193... Generator Loss: 1.9020
Epoch 10/25... Discriminator Loss: 1.1763... Generator Loss: 3.4479
Epoch 10/25... Discriminator Loss: 0.8024... Generator Loss: 7.9920
Epoch 11/25... Discriminator Loss: 0.5157... Generator Loss: 2.6201
Epoch 11/25... Discriminator Loss: 0.4173... Generator Loss: 3.0641
Epoch 11/25... Discriminator Loss: 0.7155... Generator Loss: 2.4810
Epoch 11/25... Discriminator Loss: 0.6255... Generator Loss: 2.2301
Epoch 11/25... Discriminator Loss: 0.7111... Generator Loss: 4.7723
Epoch 11/25... Discriminator Loss: 0.4297... Generator Loss: 9.5880
Epoch 11/25... Discriminator Loss: 0.5842... Generator Loss: 4.3267
Epoch 11/25... Discriminator Loss: 0.5174... Generator Loss: 3.1525
Epoch 11/25... Discriminator Loss: 1.0436... Generator Loss: 3.2208
Epoch 11/25... Discriminator Loss: 0.7126... Generator Loss: 1.9480
Epoch 11/25... Discriminator Loss: 0.7059... Generator Loss: 3.1472
Epoch 11/25... Discriminator Loss: 0.4775... Generator Loss: 2.7870
Epoch 11/25... Discriminator Loss: 0.9746... Generator Loss: 1.4553
Epoch 11/25... Discriminator Loss: 0.3390... Generator Loss: 6.0739
Epoch 11/25... Discriminator Loss: 0.3368... Generator Loss: 6.7846
Epoch 11/25... Discriminator Loss: 0.3561... Generator Loss: 6.0931
Epoch 11/25... Discriminator Loss: 0.3439... Generator Loss: 10.1070
Epoch 11/25... Discriminator Loss: 0.3495... Generator Loss: 4.7954
Epoch 11/25... Discriminator Loss: 0.3436... Generator Loss: 4.9794
Epoch 11/25... Discriminator Loss: 0.8028... Generator Loss: 2.6326
Epoch 11/25... Discriminator Loss: 0.4659... Generator Loss: 2.5742
Epoch 11/25... Discriminator Loss: 1.3726... Generator Loss: 4.2433
Epoch 11/25... Discriminator Loss: 0.8201... Generator Loss: 1.8081
Epoch 11/25... Discriminator Loss: 1.1528... Generator Loss: 2.1657
Epoch 11/25... Discriminator Loss: 0.8269... Generator Loss: 2.4848
Epoch 11/25... Discriminator Loss: 0.7470... Generator Loss: 1.9612
Epoch 11/25... Discriminator Loss: 0.9309... Generator Loss: 3.5653
Epoch 11/25... Discriminator Loss: 0.3874... Generator Loss: 5.9429
Epoch 11/25... Discriminator Loss: 1.2869... Generator Loss: 2.7745
Epoch 11/25... Discriminator Loss: 0.4684... Generator Loss: 2.2856
Epoch 11/25... Discriminator Loss: 0.8090... Generator Loss: 2.9128
Epoch 11/25... Discriminator Loss: 0.5223... Generator Loss: 2.1600
Epoch 11/25... Discriminator Loss: 0.6693... Generator Loss: 2.6447
Epoch 11/25... Discriminator Loss: 0.3488... Generator Loss: 4.5731
Epoch 11/25... Discriminator Loss: 1.0646... Generator Loss: 4.9518
Epoch 11/25... Discriminator Loss: 0.5313... Generator Loss: 3.4207
Epoch 11/25... Discriminator Loss: 0.3537... Generator Loss: 4.6020
Epoch 11/25... Discriminator Loss: 0.3800... Generator Loss: 4.0639
Epoch 11/25... Discriminator Loss: 0.9446... Generator Loss: 2.2793
Epoch 11/25... Discriminator Loss: 0.3606... Generator Loss: 4.2983
Epoch 11/25... Discriminator Loss: 0.8059... Generator Loss: 2.1807
Epoch 11/25... Discriminator Loss: 0.6271... Generator Loss: 4.3257
Epoch 11/25... Discriminator Loss: 0.3611... Generator Loss: 4.0315
Epoch 11/25... Discriminator Loss: 0.6052... Generator Loss: 3.6277
Epoch 11/25... Discriminator Loss: 2.7028... Generator Loss: 3.1901
Epoch 11/25... Discriminator Loss: 0.9836... Generator Loss: 1.5639
Epoch 11/25... Discriminator Loss: 0.4502... Generator Loss: 2.7633
Epoch 11/25... Discriminator Loss: 0.3983... Generator Loss: 3.2441
Epoch 11/25... Discriminator Loss: 0.4080... Generator Loss: 3.1723
Epoch 11/25... Discriminator Loss: 0.4295... Generator Loss: 4.4292
Epoch 11/25... Discriminator Loss: 0.6706... Generator Loss: 3.5055
Epoch 11/25... Discriminator Loss: 1.8315... Generator Loss: 2.0742
Epoch 11/25... Discriminator Loss: 0.3685... Generator Loss: 2.7555
Epoch 11/25... Discriminator Loss: 0.4596... Generator Loss: 2.6463
Epoch 11/25... Discriminator Loss: 0.7159... Generator Loss: 2.4811
Epoch 11/25... Discriminator Loss: 0.4576... Generator Loss: 2.5232
Epoch 11/25... Discriminator Loss: 0.6781... Generator Loss: 3.7369
Epoch 11/25... Discriminator Loss: 0.7005... Generator Loss: 3.4693
Epoch 11/25... Discriminator Loss: 0.4229... Generator Loss: 5.1181
Epoch 11/25... Discriminator Loss: 0.5644... Generator Loss: 3.2931
Epoch 11/25... Discriminator Loss: 0.7280... Generator Loss: 3.6347
Epoch 11/25... Discriminator Loss: 0.7111... Generator Loss: 6.2687
Epoch 11/25... Discriminator Loss: 0.7218... Generator Loss: 2.3598
Epoch 11/25... Discriminator Loss: 0.3871... Generator Loss: 3.8990
Epoch 11/25... Discriminator Loss: 0.3490... Generator Loss: 4.0825
Epoch 11/25... Discriminator Loss: 0.3816... Generator Loss: 4.1585
Epoch 11/25... Discriminator Loss: 0.5928... Generator Loss: 2.7757
Epoch 11/25... Discriminator Loss: 1.1209... Generator Loss: 5.1400
Epoch 11/25... Discriminator Loss: 1.1348... Generator Loss: 3.4175
Epoch 11/25... Discriminator Loss: 0.8716... Generator Loss: 2.1989
Epoch 11/25... Discriminator Loss: 0.5302... Generator Loss: 2.8357
Epoch 11/25... Discriminator Loss: 0.5440... Generator Loss: 2.5406
Epoch 11/25... Discriminator Loss: 0.5413... Generator Loss: 2.5727
Epoch 11/25... Discriminator Loss: 0.4039... Generator Loss: 3.8667
Epoch 11/25... Discriminator Loss: 0.4253... Generator Loss: 3.1715
Epoch 11/25... Discriminator Loss: 0.4371... Generator Loss: 2.5835
Epoch 11/25... Discriminator Loss: 0.9694... Generator Loss: 2.2143
Epoch 11/25... Discriminator Loss: 0.7488... Generator Loss: 1.7265
Epoch 11/25... Discriminator Loss: 0.4358... Generator Loss: 3.4671
Epoch 11/25... Discriminator Loss: 1.0970... Generator Loss: 3.9054
Epoch 11/25... Discriminator Loss: 0.8741... Generator Loss: 2.1129
Epoch 11/25... Discriminator Loss: 0.3906... Generator Loss: 3.0803
Epoch 11/25... Discriminator Loss: 0.6091... Generator Loss: 3.2768
Epoch 11/25... Discriminator Loss: 0.3499... Generator Loss: 4.3553
Epoch 11/25... Discriminator Loss: 0.7785... Generator Loss: 3.4612
Epoch 11/25... Discriminator Loss: 1.1513... Generator Loss: 5.3684
Epoch 11/25... Discriminator Loss: 0.6533... Generator Loss: 3.3569
Epoch 11/25... Discriminator Loss: 0.7983... Generator Loss: 2.8447
Epoch 11/25... Discriminator Loss: 0.5543... Generator Loss: 3.1056
Epoch 11/25... Discriminator Loss: 0.6329... Generator Loss: 3.4906
Epoch 11/25... Discriminator Loss: 0.3405... Generator Loss: 11.7722
Epoch 11/25... Discriminator Loss: 0.9626... Generator Loss: 4.2134
Epoch 11/25... Discriminator Loss: 0.4663... Generator Loss: 3.1812
Epoch 11/25... Discriminator Loss: 0.3940... Generator Loss: 4.4647
Epoch 11/25... Discriminator Loss: 0.4311... Generator Loss: 4.9743
Epoch 11/25... Discriminator Loss: 1.4432... Generator Loss: 4.3343
Epoch 11/25... Discriminator Loss: 1.2071... Generator Loss: 2.5901
Epoch 11/25... Discriminator Loss: 0.3744... Generator Loss: 4.2001
Epoch 11/25... Discriminator Loss: 0.7668... Generator Loss: 3.2825
Epoch 11/25... Discriminator Loss: 0.3928... Generator Loss: 3.1518
Epoch 11/25... Discriminator Loss: 0.9489... Generator Loss: 2.5522
Epoch 11/25... Discriminator Loss: 0.5014... Generator Loss: 2.9572
Epoch 11/25... Discriminator Loss: 0.3627... Generator Loss: 3.7216
Epoch 11/25... Discriminator Loss: 0.9319... Generator Loss: 4.2854
Epoch 11/25... Discriminator Loss: 0.3900... Generator Loss: 4.3898
Epoch 11/25... Discriminator Loss: 1.1228... Generator Loss: 3.2428
Epoch 11/25... Discriminator Loss: 0.6236... Generator Loss: 3.0674
Epoch 11/25... Discriminator Loss: 0.4033... Generator Loss: 9.3016
Epoch 11/25... Discriminator Loss: 0.7677... Generator Loss: 4.3143
Epoch 11/25... Discriminator Loss: 0.7868... Generator Loss: 5.5466
Epoch 11/25... Discriminator Loss: 0.4892... Generator Loss: 4.4760
Epoch 11/25... Discriminator Loss: 0.3555... Generator Loss: 4.3881
Epoch 11/25... Discriminator Loss: 0.3467... Generator Loss: 6.9155
Epoch 11/25... Discriminator Loss: 0.6235... Generator Loss: 3.0387
Epoch 11/25... Discriminator Loss: 0.3486... Generator Loss: 3.7890
Epoch 11/25... Discriminator Loss: 0.9922... Generator Loss: 3.0830
Epoch 11/25... Discriminator Loss: 0.8712... Generator Loss: 5.5932
Epoch 11/25... Discriminator Loss: 0.7767... Generator Loss: 3.0266
Epoch 11/25... Discriminator Loss: 0.9144... Generator Loss: 1.9499
Epoch 11/25... Discriminator Loss: 0.3629... Generator Loss: 4.5372
Epoch 11/25... Discriminator Loss: 1.1403... Generator Loss: 3.1758
Epoch 11/25... Discriminator Loss: 0.4971... Generator Loss: 2.0371
Epoch 11/25... Discriminator Loss: 0.6435... Generator Loss: 3.4966
Epoch 11/25... Discriminator Loss: 1.0665... Generator Loss: 6.5136
Epoch 11/25... Discriminator Loss: 0.5056... Generator Loss: 2.7706
Epoch 11/25... Discriminator Loss: 0.7107... Generator Loss: 3.5678
Epoch 11/25... Discriminator Loss: 0.6806... Generator Loss: 9.0523
Epoch 11/25... Discriminator Loss: 0.5981... Generator Loss: 2.1374
Epoch 11/25... Discriminator Loss: 0.8775... Generator Loss: 2.7169
Epoch 11/25... Discriminator Loss: 0.7581... Generator Loss: 2.7556
Epoch 11/25... Discriminator Loss: 0.3838... Generator Loss: 3.0736
Epoch 11/25... Discriminator Loss: 0.4277... Generator Loss: 2.9663
Epoch 11/25... Discriminator Loss: 2.5764... Generator Loss: 3.4227
Epoch 11/25... Discriminator Loss: 0.4876... Generator Loss: 2.9165
Epoch 11/25... Discriminator Loss: 0.3518... Generator Loss: 4.0428
Epoch 11/25... Discriminator Loss: 1.5400... Generator Loss: 1.4728
Epoch 11/25... Discriminator Loss: 1.0915... Generator Loss: 1.7499
Epoch 11/25... Discriminator Loss: 0.5663... Generator Loss: 2.9188
Epoch 11/25... Discriminator Loss: 1.2164... Generator Loss: 3.6159
Epoch 11/25... Discriminator Loss: 0.4857... Generator Loss: 2.8447
Epoch 11/25... Discriminator Loss: 0.4277... Generator Loss: 4.0950
Epoch 11/25... Discriminator Loss: 1.2565... Generator Loss: 2.8916
Epoch 11/25... Discriminator Loss: 2.7444... Generator Loss: 4.0871
Epoch 11/25... Discriminator Loss: 0.4717... Generator Loss: 3.8459
Epoch 11/25... Discriminator Loss: 0.7759... Generator Loss: 4.7860
Epoch 11/25... Discriminator Loss: 1.1200... Generator Loss: 1.6956
Epoch 11/25... Discriminator Loss: 0.4114... Generator Loss: 2.2121
Epoch 11/25... Discriminator Loss: 0.3961... Generator Loss: 2.8349
Epoch 11/25... Discriminator Loss: 0.6349... Generator Loss: 3.3267
Epoch 11/25... Discriminator Loss: 1.9531... Generator Loss: 3.6125
Epoch 11/25... Discriminator Loss: 2.7816... Generator Loss: 0.7319
Epoch 11/25... Discriminator Loss: 0.3582... Generator Loss: 4.6105
Epoch 11/25... Discriminator Loss: 0.4335... Generator Loss: 2.8219
Epoch 11/25... Discriminator Loss: 0.6895... Generator Loss: 2.4814
Epoch 11/25... Discriminator Loss: 0.3632... Generator Loss: 4.1920
Epoch 11/25... Discriminator Loss: 0.9702... Generator Loss: 2.6716
Epoch 11/25... Discriminator Loss: 0.9963... Generator Loss: 1.5220
Epoch 11/25... Discriminator Loss: 0.7766... Generator Loss: 2.8038
Epoch 11/25... Discriminator Loss: 0.3700... Generator Loss: 4.7451
Epoch 12/25... Discriminator Loss: 1.4479... Generator Loss: 8.1471
Epoch 12/25... Discriminator Loss: 0.8391... Generator Loss: 2.0272
Epoch 12/25... Discriminator Loss: 0.4074... Generator Loss: 4.4900
Epoch 12/25... Discriminator Loss: 0.3497... Generator Loss: 4.9738
Epoch 12/25... Discriminator Loss: 0.6339... Generator Loss: 1.8913
Epoch 12/25... Discriminator Loss: 1.2012... Generator Loss: 4.0526
Epoch 12/25... Discriminator Loss: 0.8359... Generator Loss: 2.7210
Epoch 12/25... Discriminator Loss: 0.5015... Generator Loss: 3.4303
Epoch 12/25... Discriminator Loss: 1.0988... Generator Loss: 4.8410
Epoch 12/25... Discriminator Loss: 0.3765... Generator Loss: 3.7045
Epoch 12/25... Discriminator Loss: 0.8452... Generator Loss: 1.6252
Epoch 12/25... Discriminator Loss: 0.3939... Generator Loss: 3.2225
Epoch 12/25... Discriminator Loss: 0.3559... Generator Loss: 4.3924
Epoch 12/25... Discriminator Loss: 0.3923... Generator Loss: 2.8579
Epoch 12/25... Discriminator Loss: 0.3631... Generator Loss: 3.9998
Epoch 12/25... Discriminator Loss: 0.4415... Generator Loss: 4.2652
Epoch 12/25... Discriminator Loss: 0.6114... Generator Loss: 2.3146
Epoch 12/25... Discriminator Loss: 0.3474... Generator Loss: 5.1149
Epoch 12/25... Discriminator Loss: 0.3452... Generator Loss: 4.6930
Epoch 12/25... Discriminator Loss: 0.3638... Generator Loss: 7.7713
Epoch 12/25... Discriminator Loss: 0.6824... Generator Loss: 3.8478
Epoch 12/25... Discriminator Loss: 0.9741... Generator Loss: 1.2134
Epoch 12/25... Discriminator Loss: 0.7340... Generator Loss: 5.0683
Epoch 12/25... Discriminator Loss: 0.5937... Generator Loss: 3.5053
Epoch 12/25... Discriminator Loss: 0.3522... Generator Loss: 4.3073
Epoch 12/25... Discriminator Loss: 0.7951... Generator Loss: 2.8818
Epoch 12/25... Discriminator Loss: 0.6681... Generator Loss: 2.4541
Epoch 12/25... Discriminator Loss: 1.6770... Generator Loss: 7.3090
Epoch 12/25... Discriminator Loss: 0.5884... Generator Loss: 3.0164
Epoch 12/25... Discriminator Loss: 0.3527... Generator Loss: 5.3257
Epoch 12/25... Discriminator Loss: 0.3903... Generator Loss: 5.6336
Epoch 12/25... Discriminator Loss: 0.7812... Generator Loss: 3.8028
Epoch 12/25... Discriminator Loss: 0.6204... Generator Loss: 6.6743
Epoch 12/25... Discriminator Loss: 1.6263... Generator Loss: 2.4250
Epoch 12/25... Discriminator Loss: 0.5536... Generator Loss: 3.8385
Epoch 12/25... Discriminator Loss: 0.3939... Generator Loss: 3.4654
Epoch 12/25... Discriminator Loss: 0.5394... Generator Loss: 3.0359
Epoch 12/25... Discriminator Loss: 0.5024... Generator Loss: 2.1502
Epoch 12/25... Discriminator Loss: 0.6223... Generator Loss: 2.3119
Epoch 12/25... Discriminator Loss: 0.3438... Generator Loss: 7.1308
Epoch 12/25... Discriminator Loss: 0.3475... Generator Loss: 5.2253
Epoch 12/25... Discriminator Loss: 0.8056... Generator Loss: 3.0039
Epoch 12/25... Discriminator Loss: 0.3431... Generator Loss: 5.7670
Epoch 12/25... Discriminator Loss: 0.8293... Generator Loss: 4.4516
Epoch 12/25... Discriminator Loss: 2.6033... Generator Loss: 2.9521
Epoch 12/25... Discriminator Loss: 0.7921... Generator Loss: 2.0783
Epoch 12/25... Discriminator Loss: 1.0444... Generator Loss: 1.2930
Epoch 12/25... Discriminator Loss: 0.3508... Generator Loss: 5.2756
Epoch 12/25... Discriminator Loss: 0.8850... Generator Loss: 5.7029
Epoch 12/25... Discriminator Loss: 1.2560... Generator Loss: 1.1239
Epoch 12/25... Discriminator Loss: 0.7403... Generator Loss: 3.4882
Epoch 12/25... Discriminator Loss: 0.8051... Generator Loss: 3.7302
Epoch 12/25... Discriminator Loss: 1.4507... Generator Loss: 1.1201
Epoch 12/25... Discriminator Loss: 0.6003... Generator Loss: 2.3380
Epoch 12/25... Discriminator Loss: 0.4204... Generator Loss: 3.0856
Epoch 12/25... Discriminator Loss: 0.3454... Generator Loss: 5.0369
Epoch 12/25... Discriminator Loss: 1.5719... Generator Loss: 5.6727
Epoch 12/25... Discriminator Loss: 0.6713... Generator Loss: 4.2670
Epoch 12/25... Discriminator Loss: 2.0504... Generator Loss: 7.5425
Epoch 12/25... Discriminator Loss: 0.8547... Generator Loss: 1.3652
Epoch 12/25... Discriminator Loss: 0.5822... Generator Loss: 2.6734
Epoch 12/25... Discriminator Loss: 0.3710... Generator Loss: 3.6587
Epoch 12/25... Discriminator Loss: 0.5626... Generator Loss: 1.9162
Epoch 12/25... Discriminator Loss: 0.3786... Generator Loss: 3.3275
Epoch 12/25... Discriminator Loss: 0.3453... Generator Loss: 4.4929
Epoch 12/25... Discriminator Loss: 0.3781... Generator Loss: 9.6735
Epoch 12/25... Discriminator Loss: 0.3555... Generator Loss: 4.9831
Epoch 12/25... Discriminator Loss: 0.9195... Generator Loss: 2.1359
Epoch 12/25... Discriminator Loss: 1.0612... Generator Loss: 2.2011
Epoch 12/25... Discriminator Loss: 1.4610... Generator Loss: 2.5715
Epoch 12/25... Discriminator Loss: 1.1234... Generator Loss: 5.6129
Epoch 12/25... Discriminator Loss: 1.0720... Generator Loss: 2.1958
Epoch 12/25... Discriminator Loss: 1.1567... Generator Loss: 1.8595
Epoch 12/25... Discriminator Loss: 0.3723... Generator Loss: 3.2693
Epoch 12/25... Discriminator Loss: 0.8640... Generator Loss: 1.7152
Epoch 12/25... Discriminator Loss: 0.3735... Generator Loss: 5.1448
Epoch 12/25... Discriminator Loss: 0.7025... Generator Loss: 3.3751
Epoch 12/25... Discriminator Loss: 1.1766... Generator Loss: 1.7412
Epoch 12/25... Discriminator Loss: 0.9623... Generator Loss: 1.7496
Epoch 12/25... Discriminator Loss: 0.9002... Generator Loss: 1.1530
Epoch 12/25... Discriminator Loss: 0.4290... Generator Loss: 3.4037
Epoch 12/25... Discriminator Loss: 1.1028... Generator Loss: 7.6726
Epoch 12/25... Discriminator Loss: 0.5846... Generator Loss: 2.8118
Epoch 12/25... Discriminator Loss: 0.3593... Generator Loss: 6.9114
Epoch 12/25... Discriminator Loss: 0.6572... Generator Loss: 2.0315
Epoch 12/25... Discriminator Loss: 0.3827... Generator Loss: 3.3215
Epoch 12/25... Discriminator Loss: 0.3407... Generator Loss: 8.6049
Epoch 12/25... Discriminator Loss: 0.4182... Generator Loss: 5.6186
Epoch 12/25... Discriminator Loss: 0.7952... Generator Loss: 4.1948
Epoch 12/25... Discriminator Loss: 0.4874... Generator Loss: 3.8924
Epoch 12/25... Discriminator Loss: 0.7738... Generator Loss: 5.1933
Epoch 12/25... Discriminator Loss: 0.3550... Generator Loss: 4.4112
Epoch 12/25... Discriminator Loss: 0.9007... Generator Loss: 2.2755
Epoch 12/25... Discriminator Loss: 0.3656... Generator Loss: 5.1070
Epoch 12/25... Discriminator Loss: 0.4038... Generator Loss: 3.1105
Epoch 12/25... Discriminator Loss: 1.1839... Generator Loss: 2.1404
Epoch 12/25... Discriminator Loss: 0.3448... Generator Loss: 5.2671
Epoch 12/25... Discriminator Loss: 0.6683... Generator Loss: 2.6995
Epoch 12/25... Discriminator Loss: 1.3623... Generator Loss: 2.7136
Epoch 12/25... Discriminator Loss: 0.3790... Generator Loss: 3.0492
Epoch 12/25... Discriminator Loss: 0.8855... Generator Loss: 1.9065
Epoch 12/25... Discriminator Loss: 0.4587... Generator Loss: 3.2204
Epoch 12/25... Discriminator Loss: 1.7671... Generator Loss: 2.0775
Epoch 12/25... Discriminator Loss: 1.1175... Generator Loss: 1.1403
Epoch 12/25... Discriminator Loss: 0.5363... Generator Loss: 2.3710
Epoch 12/25... Discriminator Loss: 1.0522... Generator Loss: 3.8860
Epoch 12/25... Discriminator Loss: 0.9060... Generator Loss: 3.0466
Epoch 12/25... Discriminator Loss: 0.8746... Generator Loss: 3.0643
Epoch 12/25... Discriminator Loss: 0.7078... Generator Loss: 2.4233
Epoch 12/25... Discriminator Loss: 0.5856... Generator Loss: 1.9886
Epoch 12/25... Discriminator Loss: 0.4896... Generator Loss: 3.2711
Epoch 12/25... Discriminator Loss: 0.6930... Generator Loss: 1.7454
Epoch 12/25... Discriminator Loss: 0.8323... Generator Loss: 1.8397
Epoch 12/25... Discriminator Loss: 0.4128... Generator Loss: 3.2466
Epoch 12/25... Discriminator Loss: 0.9688... Generator Loss: 1.6638
Epoch 12/25... Discriminator Loss: 0.9707... Generator Loss: 2.1904
Epoch 12/25... Discriminator Loss: 0.6602... Generator Loss: 4.7012
Epoch 12/25... Discriminator Loss: 1.8696... Generator Loss: 4.9323
Epoch 12/25... Discriminator Loss: 1.3985... Generator Loss: 5.6673
Epoch 12/25... Discriminator Loss: 0.4723... Generator Loss: 2.6376
Epoch 12/25... Discriminator Loss: 0.5447... Generator Loss: 2.7373
Epoch 12/25... Discriminator Loss: 0.4363... Generator Loss: 3.0173
Epoch 12/25... Discriminator Loss: 0.3634... Generator Loss: 3.7462
Epoch 12/25... Discriminator Loss: 0.3812... Generator Loss: 3.7303
Epoch 12/25... Discriminator Loss: 0.5698... Generator Loss: 2.3522
Epoch 12/25... Discriminator Loss: 0.8992... Generator Loss: 2.5992
Epoch 12/25... Discriminator Loss: 0.4405... Generator Loss: 3.0335
Epoch 12/25... Discriminator Loss: 1.1694... Generator Loss: 2.7035
Epoch 12/25... Discriminator Loss: 1.4745... Generator Loss: 4.5104
Epoch 12/25... Discriminator Loss: 1.1672... Generator Loss: 2.1788
Epoch 12/25... Discriminator Loss: 0.7990... Generator Loss: 3.0540
Epoch 12/25... Discriminator Loss: 0.3492... Generator Loss: 4.9829
Epoch 12/25... Discriminator Loss: 0.6426... Generator Loss: 4.3932
Epoch 12/25... Discriminator Loss: 1.0389... Generator Loss: 2.0910
Epoch 12/25... Discriminator Loss: 1.3177... Generator Loss: 1.7147
Epoch 12/25... Discriminator Loss: 0.4345... Generator Loss: 3.0185
Epoch 12/25... Discriminator Loss: 0.7263... Generator Loss: 8.8460
Epoch 12/25... Discriminator Loss: 0.8665... Generator Loss: 2.9119
Epoch 12/25... Discriminator Loss: 0.5463... Generator Loss: 2.0635
Epoch 12/25... Discriminator Loss: 0.7474... Generator Loss: 3.5780
Epoch 12/25... Discriminator Loss: 0.3370... Generator Loss: 9.2638
Epoch 12/25... Discriminator Loss: 0.3906... Generator Loss: 2.8961
Epoch 12/25... Discriminator Loss: 1.1615... Generator Loss: 3.7906
Epoch 12/25... Discriminator Loss: 1.1024... Generator Loss: 1.4936
Epoch 12/25... Discriminator Loss: 0.6700... Generator Loss: 3.8735
Epoch 12/25... Discriminator Loss: 0.5513... Generator Loss: 4.4731
Epoch 12/25... Discriminator Loss: 1.2554... Generator Loss: 4.8351
Epoch 12/25... Discriminator Loss: 0.3939... Generator Loss: 3.4230
Epoch 12/25... Discriminator Loss: 0.3960... Generator Loss: 3.3189
Epoch 12/25... Discriminator Loss: 0.9711... Generator Loss: 6.5957
Epoch 12/25... Discriminator Loss: 0.3757... Generator Loss: 4.9258
Epoch 12/25... Discriminator Loss: 0.3509... Generator Loss: 4.9816
Epoch 12/25... Discriminator Loss: 0.3564... Generator Loss: 3.7471
Epoch 12/25... Discriminator Loss: 0.5297... Generator Loss: 2.1002
Epoch 12/25... Discriminator Loss: 0.3632... Generator Loss: 3.8842
Epoch 12/25... Discriminator Loss: 0.9363... Generator Loss: 9.6865
Epoch 12/25... Discriminator Loss: 0.5878... Generator Loss: 2.2138
Epoch 12/25... Discriminator Loss: 0.4597... Generator Loss: 3.3306
Epoch 12/25... Discriminator Loss: 0.4011... Generator Loss: 3.9711
Epoch 13/25... Discriminator Loss: 0.4095... Generator Loss: 4.0979
Epoch 13/25... Discriminator Loss: 1.4174... Generator Loss: 2.8656
Epoch 13/25... Discriminator Loss: 0.9956... Generator Loss: 2.3886
Epoch 13/25... Discriminator Loss: 0.3881... Generator Loss: 3.8266
Epoch 13/25... Discriminator Loss: 0.8067... Generator Loss: 4.7289
Epoch 13/25... Discriminator Loss: 0.4732... Generator Loss: 2.2231
Epoch 13/25... Discriminator Loss: 0.7966... Generator Loss: 3.3341
Epoch 13/25... Discriminator Loss: 1.7902... Generator Loss: 8.2481
Epoch 13/25... Discriminator Loss: 0.4149... Generator Loss: 3.3206
Epoch 13/25... Discriminator Loss: 1.5595... Generator Loss: 1.0599
Epoch 13/25... Discriminator Loss: 0.5403... Generator Loss: 4.2894
Epoch 13/25... Discriminator Loss: 0.8165... Generator Loss: 3.3209
Epoch 13/25... Discriminator Loss: 2.0732... Generator Loss: 1.5203
Epoch 13/25... Discriminator Loss: 0.6085... Generator Loss: 2.9853
Epoch 13/25... Discriminator Loss: 1.1432... Generator Loss: 3.5753
Epoch 13/25... Discriminator Loss: 0.5487... Generator Loss: 3.3453
Epoch 13/25... Discriminator Loss: 0.8124... Generator Loss: 3.0507
Epoch 13/25... Discriminator Loss: 1.2697... Generator Loss: 2.7783
Epoch 13/25... Discriminator Loss: 0.5008... Generator Loss: 2.9989
Epoch 13/25... Discriminator Loss: 1.1931... Generator Loss: 2.6264
Epoch 13/25... Discriminator Loss: 1.6475... Generator Loss: 1.3299
Epoch 13/25... Discriminator Loss: 0.7724... Generator Loss: 3.6297
Epoch 13/25... Discriminator Loss: 0.8211... Generator Loss: 3.9011
Epoch 13/25... Discriminator Loss: 0.3953... Generator Loss: 3.1787
Epoch 13/25... Discriminator Loss: 0.4959... Generator Loss: 2.8721
Epoch 13/25... Discriminator Loss: 1.0724... Generator Loss: 1.1910
Epoch 13/25... Discriminator Loss: 0.4563... Generator Loss: 2.7633
Epoch 13/25... Discriminator Loss: 1.5026... Generator Loss: 2.1635
Epoch 13/25... Discriminator Loss: 0.9786... Generator Loss: 1.5274
Epoch 13/25... Discriminator Loss: 1.0992... Generator Loss: 2.6149
Epoch 13/25... Discriminator Loss: 0.4366... Generator Loss: 3.5080
Epoch 13/25... Discriminator Loss: 0.9074... Generator Loss: 2.4408
Epoch 13/25... Discriminator Loss: 1.1010... Generator Loss: 5.7534
Epoch 13/25... Discriminator Loss: 0.8131... Generator Loss: 2.2655
Epoch 13/25... Discriminator Loss: 0.6357... Generator Loss: 2.6155
Epoch 13/25... Discriminator Loss: 1.0364... Generator Loss: 1.5604
Epoch 13/25... Discriminator Loss: 0.6584... Generator Loss: 2.4868
Epoch 13/25... Discriminator Loss: 0.5203... Generator Loss: 3.4253
Epoch 13/25... Discriminator Loss: 0.5259... Generator Loss: 3.1230
Epoch 13/25... Discriminator Loss: 0.6713... Generator Loss: 2.2705
Epoch 13/25... Discriminator Loss: 0.9545... Generator Loss: 5.2655
Epoch 13/25... Discriminator Loss: 0.8281... Generator Loss: 3.5235
Epoch 13/25... Discriminator Loss: 0.4763... Generator Loss: 2.6920
Epoch 13/25... Discriminator Loss: 0.9158... Generator Loss: 1.6777
Epoch 13/25... Discriminator Loss: 0.4388... Generator Loss: 3.1672
Epoch 13/25... Discriminator Loss: 0.3509... Generator Loss: 8.2969
Epoch 13/25... Discriminator Loss: 0.3408... Generator Loss: 4.9819
Epoch 13/25... Discriminator Loss: 0.6787... Generator Loss: 2.7081
Epoch 13/25... Discriminator Loss: 1.6684... Generator Loss: 2.7999
Epoch 13/25... Discriminator Loss: 0.9349... Generator Loss: 1.4951
Epoch 13/25... Discriminator Loss: 0.9373... Generator Loss: 1.7703
Epoch 13/25... Discriminator Loss: 0.7570... Generator Loss: 3.3517
Epoch 13/25... Discriminator Loss: 1.0960... Generator Loss: 1.8468
Epoch 13/25... Discriminator Loss: 0.9625... Generator Loss: 2.7408
Epoch 13/25... Discriminator Loss: 0.8401... Generator Loss: 2.3869
Epoch 13/25... Discriminator Loss: 0.5488... Generator Loss: 3.6105
Epoch 13/25... Discriminator Loss: 0.6158... Generator Loss: 2.6632
Epoch 13/25... Discriminator Loss: 0.3576... Generator Loss: 5.1670
Epoch 13/25... Discriminator Loss: 1.2718... Generator Loss: 3.2383
Epoch 13/25... Discriminator Loss: 0.4147... Generator Loss: 3.3346
Epoch 13/25... Discriminator Loss: 3.0437... Generator Loss: 2.9813
Epoch 13/25... Discriminator Loss: 1.6903... Generator Loss: 5.0887
Epoch 13/25... Discriminator Loss: 0.5103... Generator Loss: 1.9582
Epoch 13/25... Discriminator Loss: 0.6718... Generator Loss: 3.1195
Epoch 13/25... Discriminator Loss: 0.3588... Generator Loss: 3.8518
Epoch 13/25... Discriminator Loss: 0.5102... Generator Loss: 2.8750
Epoch 13/25... Discriminator Loss: 0.4793... Generator Loss: 2.8603
Epoch 13/25... Discriminator Loss: 0.3842... Generator Loss: 2.9096
Epoch 13/25... Discriminator Loss: 0.5949... Generator Loss: 7.6502
Epoch 13/25... Discriminator Loss: 0.7428... Generator Loss: 3.4095
Epoch 13/25... Discriminator Loss: 0.4146... Generator Loss: 3.3043
Epoch 13/25... Discriminator Loss: 0.4682... Generator Loss: 6.0730
Epoch 13/25... Discriminator Loss: 0.4987... Generator Loss: 5.7020
Epoch 13/25... Discriminator Loss: 0.3746... Generator Loss: 3.5181
Epoch 13/25... Discriminator Loss: 0.5506... Generator Loss: 2.5406
Epoch 13/25... Discriminator Loss: 0.8262... Generator Loss: 3.7756
Epoch 13/25... Discriminator Loss: 1.2979... Generator Loss: 3.1000
Epoch 13/25... Discriminator Loss: 0.6993... Generator Loss: 3.2907
Epoch 13/25... Discriminator Loss: 0.7050... Generator Loss: 1.6991
Epoch 13/25... Discriminator Loss: 0.9102... Generator Loss: 2.9254
Epoch 13/25... Discriminator Loss: 0.4912... Generator Loss: 3.0807
Epoch 13/25... Discriminator Loss: 1.3733... Generator Loss: 4.9441
Epoch 13/25... Discriminator Loss: 1.7293... Generator Loss: 2.7987
Epoch 13/25... Discriminator Loss: 0.5365... Generator Loss: 8.6633
Epoch 13/25... Discriminator Loss: 0.4774... Generator Loss: 3.3528
Epoch 13/25... Discriminator Loss: 0.6343... Generator Loss: 2.2620
Epoch 13/25... Discriminator Loss: 1.1616... Generator Loss: 1.2442
Epoch 13/25... Discriminator Loss: 0.8523... Generator Loss: 1.9751
Epoch 13/25... Discriminator Loss: 0.9457... Generator Loss: 2.2027
Epoch 13/25... Discriminator Loss: 0.3722... Generator Loss: 6.2715
Epoch 13/25... Discriminator Loss: 0.4554... Generator Loss: 2.8951
Epoch 13/25... Discriminator Loss: 0.6984... Generator Loss: 3.8170
Epoch 13/25... Discriminator Loss: 1.2657... Generator Loss: 2.9318
Epoch 13/25... Discriminator Loss: 0.5285... Generator Loss: 2.3581
Epoch 13/25... Discriminator Loss: 0.9092... Generator Loss: 4.0827
Epoch 13/25... Discriminator Loss: 1.0721... Generator Loss: 1.9236
Epoch 13/25... Discriminator Loss: 0.4876... Generator Loss: 2.5376
Epoch 13/25... Discriminator Loss: 0.4775... Generator Loss: 4.7790
Epoch 13/25... Discriminator Loss: 0.3829... Generator Loss: 5.0345
Epoch 13/25... Discriminator Loss: 0.4187... Generator Loss: 5.0595
Epoch 13/25... Discriminator Loss: 0.4407... Generator Loss: 3.0460
Epoch 13/25... Discriminator Loss: 0.7045... Generator Loss: 3.8124
Epoch 13/25... Discriminator Loss: 0.8638... Generator Loss: 7.2395
Epoch 13/25... Discriminator Loss: 1.3020... Generator Loss: 3.2573
Epoch 13/25... Discriminator Loss: 0.4625... Generator Loss: 3.2139
Epoch 13/25... Discriminator Loss: 0.6768... Generator Loss: 2.8874
Epoch 13/25... Discriminator Loss: 2.8527... Generator Loss: 1.8587
Epoch 13/25... Discriminator Loss: 0.9421... Generator Loss: 2.0404
Epoch 13/25... Discriminator Loss: 1.2717... Generator Loss: 0.9022
Epoch 13/25... Discriminator Loss: 0.6848... Generator Loss: 2.0994
Epoch 13/25... Discriminator Loss: 0.4133... Generator Loss: 5.0558
Epoch 13/25... Discriminator Loss: 0.3418... Generator Loss: 7.2683
Epoch 13/25... Discriminator Loss: 0.3465... Generator Loss: 8.3803
Epoch 13/25... Discriminator Loss: 0.4612... Generator Loss: 3.1727
Epoch 13/25... Discriminator Loss: 1.4638... Generator Loss: 4.2170
Epoch 13/25... Discriminator Loss: 0.6965... Generator Loss: 3.6959
Epoch 13/25... Discriminator Loss: 0.4933... Generator Loss: 2.9155
Epoch 13/25... Discriminator Loss: 0.4289... Generator Loss: 2.5352
Epoch 13/25... Discriminator Loss: 0.7830... Generator Loss: 4.8668
Epoch 13/25... Discriminator Loss: 0.8855... Generator Loss: 4.8921
Epoch 13/25... Discriminator Loss: 0.8923... Generator Loss: 2.0879
Epoch 13/25... Discriminator Loss: 0.4833... Generator Loss: 2.2779
Epoch 13/25... Discriminator Loss: 0.4467... Generator Loss: 5.4601
Epoch 13/25... Discriminator Loss: 0.7189... Generator Loss: 2.8369
Epoch 13/25... Discriminator Loss: 0.3795... Generator Loss: 4.8180
Epoch 13/25... Discriminator Loss: 0.4091... Generator Loss: 3.0685
Epoch 13/25... Discriminator Loss: 0.3608... Generator Loss: 5.1179
Epoch 13/25... Discriminator Loss: 0.7140... Generator Loss: 2.2326
Epoch 13/25... Discriminator Loss: 0.4537... Generator Loss: 3.7156
Epoch 13/25... Discriminator Loss: 1.0846... Generator Loss: 3.2966
Epoch 13/25... Discriminator Loss: 0.5560... Generator Loss: 3.4814
Epoch 13/25... Discriminator Loss: 0.4155... Generator Loss: 2.9655
Epoch 13/25... Discriminator Loss: 0.4221... Generator Loss: 3.4301
Epoch 13/25... Discriminator Loss: 0.7638... Generator Loss: 2.0716
Epoch 13/25... Discriminator Loss: 1.0143... Generator Loss: 3.1830
Epoch 13/25... Discriminator Loss: 0.4126... Generator Loss: 3.1046
Epoch 13/25... Discriminator Loss: 0.3600... Generator Loss: 3.8707
Epoch 13/25... Discriminator Loss: 0.3592... Generator Loss: 3.9350
Epoch 13/25... Discriminator Loss: 1.3231... Generator Loss: 1.5278
Epoch 13/25... Discriminator Loss: 0.4187... Generator Loss: 3.3570
Epoch 13/25... Discriminator Loss: 0.7329... Generator Loss: 3.1297
Epoch 13/25... Discriminator Loss: 0.7177... Generator Loss: 5.1256
Epoch 13/25... Discriminator Loss: 0.4552... Generator Loss: 3.1044
Epoch 13/25... Discriminator Loss: 0.4966... Generator Loss: 5.5075
Epoch 13/25... Discriminator Loss: 0.3431... Generator Loss: 9.0721
Epoch 13/25... Discriminator Loss: 0.3680... Generator Loss: 4.9919
Epoch 13/25... Discriminator Loss: 0.3525... Generator Loss: 12.7617
Epoch 13/25... Discriminator Loss: 0.3717... Generator Loss: 3.4592
Epoch 13/25... Discriminator Loss: 0.6022... Generator Loss: 5.1431
Epoch 13/25... Discriminator Loss: 0.3542... Generator Loss: 6.6938
Epoch 13/25... Discriminator Loss: 1.0747... Generator Loss: 3.5218
Epoch 13/25... Discriminator Loss: 0.4124... Generator Loss: 3.4391
Epoch 13/25... Discriminator Loss: 0.4218... Generator Loss: 3.5057
Epoch 13/25... Discriminator Loss: 0.3866... Generator Loss: 6.1499
Epoch 13/25... Discriminator Loss: 0.3526... Generator Loss: 4.2763
Epoch 13/25... Discriminator Loss: 0.3447... Generator Loss: 4.7629
Epoch 13/25... Discriminator Loss: 0.8172... Generator Loss: 2.1590
Epoch 13/25... Discriminator Loss: 0.8974... Generator Loss: 4.7902
Epoch 13/25... Discriminator Loss: 0.9012... Generator Loss: 1.9098
Epoch 14/25... Discriminator Loss: 0.9169... Generator Loss: 2.5355
Epoch 14/25... Discriminator Loss: 0.6175... Generator Loss: 2.9911
Epoch 14/25... Discriminator Loss: 0.3497... Generator Loss: 4.5804
Epoch 14/25... Discriminator Loss: 0.3458... Generator Loss: 4.1963
Epoch 14/25... Discriminator Loss: 1.1766... Generator Loss: 1.5128
Epoch 14/25... Discriminator Loss: 1.0021... Generator Loss: 2.2763
Epoch 14/25... Discriminator Loss: 0.7183... Generator Loss: 4.0485
Epoch 14/25... Discriminator Loss: 0.9721... Generator Loss: 1.5001
Epoch 14/25... Discriminator Loss: 0.4217... Generator Loss: 3.2294
Epoch 14/25... Discriminator Loss: 0.3594... Generator Loss: 4.1255
Epoch 14/25... Discriminator Loss: 0.3875... Generator Loss: 3.3948
Epoch 14/25... Discriminator Loss: 0.3564... Generator Loss: 4.1489
Epoch 14/25... Discriminator Loss: 0.5571... Generator Loss: 4.1502
Epoch 14/25... Discriminator Loss: 0.6435... Generator Loss: 2.3928
Epoch 14/25... Discriminator Loss: 0.3539... Generator Loss: 4.8464
Epoch 14/25... Discriminator Loss: 1.9610... Generator Loss: 6.2093
Epoch 14/25... Discriminator Loss: 0.5250... Generator Loss: 3.1522
Epoch 14/25... Discriminator Loss: 1.2450... Generator Loss: 1.9897
Epoch 14/25... Discriminator Loss: 0.3664... Generator Loss: 7.0010
Epoch 14/25... Discriminator Loss: 0.4342... Generator Loss: 3.1321
Epoch 14/25... Discriminator Loss: 0.9301... Generator Loss: 2.5048
Epoch 14/25... Discriminator Loss: 0.8212... Generator Loss: 1.7699
Epoch 14/25... Discriminator Loss: 1.6667... Generator Loss: 2.3842
Epoch 14/25... Discriminator Loss: 0.3829... Generator Loss: 4.5786
Epoch 14/25... Discriminator Loss: 1.0980... Generator Loss: 2.8265
Epoch 14/25... Discriminator Loss: 0.4753... Generator Loss: 2.7532
Epoch 14/25... Discriminator Loss: 2.2433... Generator Loss: 4.0421
Epoch 14/25... Discriminator Loss: 0.8013... Generator Loss: 1.9821
Epoch 14/25... Discriminator Loss: 1.0927... Generator Loss: 3.5433
Epoch 14/25... Discriminator Loss: 1.6996... Generator Loss: 2.3930
Epoch 14/25... Discriminator Loss: 0.4446... Generator Loss: 3.1214
Epoch 14/25... Discriminator Loss: 0.4165... Generator Loss: 7.1710
Epoch 14/25... Discriminator Loss: 0.6384... Generator Loss: 2.7928
Epoch 14/25... Discriminator Loss: 0.3486... Generator Loss: 6.1724
Epoch 14/25... Discriminator Loss: 0.5016... Generator Loss: 3.8485
Epoch 14/25... Discriminator Loss: 0.4182... Generator Loss: 2.7878
Epoch 14/25... Discriminator Loss: 1.0298... Generator Loss: 3.8894
Epoch 14/25... Discriminator Loss: 0.4681... Generator Loss: 3.4883
Epoch 14/25... Discriminator Loss: 0.8625... Generator Loss: 2.3876
Epoch 14/25... Discriminator Loss: 0.4159... Generator Loss: 5.8628
Epoch 14/25... Discriminator Loss: 0.3913... Generator Loss: 2.9782
Epoch 14/25... Discriminator Loss: 0.5690... Generator Loss: 2.9604
Epoch 14/25... Discriminator Loss: 0.4423... Generator Loss: 2.2192
Epoch 14/25... Discriminator Loss: 0.3671... Generator Loss: 9.4546
Epoch 14/25... Discriminator Loss: 0.4712... Generator Loss: 3.2581
Epoch 14/25... Discriminator Loss: 1.5927... Generator Loss: 3.1893
Epoch 14/25... Discriminator Loss: 1.0875... Generator Loss: 3.9067
Epoch 14/25... Discriminator Loss: 0.4737... Generator Loss: 3.0309
Epoch 14/25... Discriminator Loss: 0.4228... Generator Loss: 2.7238
Epoch 14/25... Discriminator Loss: 0.6461... Generator Loss: 3.5559
Epoch 14/25... Discriminator Loss: 0.8029... Generator Loss: 3.4924
Epoch 14/25... Discriminator Loss: 0.3501... Generator Loss: 4.0232
Epoch 14/25... Discriminator Loss: 0.3760... Generator Loss: 5.0762
Epoch 14/25... Discriminator Loss: 1.2465... Generator Loss: 1.5669
Epoch 14/25... Discriminator Loss: 0.6577... Generator Loss: 2.8468
Epoch 14/25... Discriminator Loss: 0.4018... Generator Loss: 2.9762
Epoch 14/25... Discriminator Loss: 0.5690... Generator Loss: 2.9434
Epoch 14/25... Discriminator Loss: 0.4093... Generator Loss: 3.2905
Epoch 14/25... Discriminator Loss: 0.8566... Generator Loss: 2.0451
Epoch 14/25... Discriminator Loss: 0.4360... Generator Loss: 3.4516
Epoch 14/25... Discriminator Loss: 0.5196... Generator Loss: 3.5310
Epoch 14/25... Discriminator Loss: 0.3936... Generator Loss: 3.0770
Epoch 14/25... Discriminator Loss: 0.4682... Generator Loss: 4.1529
Epoch 14/25... Discriminator Loss: 0.4590... Generator Loss: 2.7483
Epoch 14/25... Discriminator Loss: 0.6977... Generator Loss: 2.5779
Epoch 14/25... Discriminator Loss: 1.9450... Generator Loss: 1.6077
Epoch 14/25... Discriminator Loss: 0.9707... Generator Loss: 3.0052
Epoch 14/25... Discriminator Loss: 0.3546... Generator Loss: 4.3437
Epoch 14/25... Discriminator Loss: 0.5759... Generator Loss: 6.8545
Epoch 14/25... Discriminator Loss: 0.6504... Generator Loss: 3.4998
Epoch 14/25... Discriminator Loss: 0.4083... Generator Loss: 3.0292
Epoch 14/25... Discriminator Loss: 0.4969... Generator Loss: 5.6836
Epoch 14/25... Discriminator Loss: 1.1877... Generator Loss: 3.3573
Epoch 14/25... Discriminator Loss: 0.3497... Generator Loss: 4.2423
Epoch 14/25... Discriminator Loss: 0.4275... Generator Loss: 2.8300
Epoch 14/25... Discriminator Loss: 0.3551... Generator Loss: 3.9286
Epoch 14/25... Discriminator Loss: 0.3421... Generator Loss: 8.2785
Epoch 14/25... Discriminator Loss: 0.3635... Generator Loss: 6.5646
Epoch 14/25... Discriminator Loss: 0.9556... Generator Loss: 1.3651
Epoch 14/25... Discriminator Loss: 0.8961... Generator Loss: 3.1282
Epoch 14/25... Discriminator Loss: 0.6613... Generator Loss: 1.9589
Epoch 14/25... Discriminator Loss: 1.5492... Generator Loss: 2.8512
Epoch 14/25... Discriminator Loss: 0.3517... Generator Loss: 4.7312
Epoch 14/25... Discriminator Loss: 0.3937... Generator Loss: 3.2872
Epoch 14/25... Discriminator Loss: 1.3372... Generator Loss: 4.6012
Epoch 14/25... Discriminator Loss: 0.8676... Generator Loss: 4.1285
Epoch 14/25... Discriminator Loss: 0.5099... Generator Loss: 2.8057
Epoch 14/25... Discriminator Loss: 1.0934... Generator Loss: 1.9083
Epoch 14/25... Discriminator Loss: 0.3738... Generator Loss: 3.8155
Epoch 14/25... Discriminator Loss: 0.9039... Generator Loss: 1.6893
Epoch 14/25... Discriminator Loss: 0.7709... Generator Loss: 2.8485
Epoch 14/25... Discriminator Loss: 0.4778... Generator Loss: 2.0891
Epoch 14/25... Discriminator Loss: 1.0873... Generator Loss: 3.6489
Epoch 14/25... Discriminator Loss: 0.5121... Generator Loss: 2.7888
Epoch 14/25... Discriminator Loss: 0.7410... Generator Loss: 3.5661
Epoch 14/25... Discriminator Loss: 0.8495... Generator Loss: 6.6789
Epoch 14/25... Discriminator Loss: 0.9250... Generator Loss: 4.0017
Epoch 14/25... Discriminator Loss: 0.3741... Generator Loss: 4.7237
Epoch 14/25... Discriminator Loss: 0.4359... Generator Loss: 2.9087
Epoch 14/25... Discriminator Loss: 0.4282... Generator Loss: 2.8781
Epoch 14/25... Discriminator Loss: 0.3410... Generator Loss: 8.9426
Epoch 14/25... Discriminator Loss: 0.4089... Generator Loss: 6.5236
Epoch 14/25... Discriminator Loss: 1.1386... Generator Loss: 4.6782
Epoch 14/25... Discriminator Loss: 0.3579... Generator Loss: 4.0569
Epoch 14/25... Discriminator Loss: 0.5814... Generator Loss: 4.1506
Epoch 14/25... Discriminator Loss: 0.4070... Generator Loss: 2.7711
Epoch 14/25... Discriminator Loss: 1.6466... Generator Loss: 2.7539
Epoch 14/25... Discriminator Loss: 0.4041... Generator Loss: 3.7464
Epoch 14/25... Discriminator Loss: 0.4277... Generator Loss: 3.0340
Epoch 14/25... Discriminator Loss: 0.3557... Generator Loss: 4.0988
Epoch 14/25... Discriminator Loss: 0.3997... Generator Loss: 4.2199
Epoch 14/25... Discriminator Loss: 0.8252... Generator Loss: 4.0290
Epoch 14/25... Discriminator Loss: 0.4251... Generator Loss: 3.0247
Epoch 14/25... Discriminator Loss: 0.3944... Generator Loss: 3.3172
Epoch 14/25... Discriminator Loss: 0.5173... Generator Loss: 7.3785
Epoch 14/25... Discriminator Loss: 0.4078... Generator Loss: 5.3198
Epoch 14/25... Discriminator Loss: 0.7425... Generator Loss: 3.4888
Epoch 14/25... Discriminator Loss: 1.0743... Generator Loss: 2.8700
Epoch 14/25... Discriminator Loss: 1.6964... Generator Loss: 1.4777
Epoch 14/25... Discriminator Loss: 1.8996... Generator Loss: 1.8808
Epoch 14/25... Discriminator Loss: 0.8635... Generator Loss: 1.6778
Epoch 14/25... Discriminator Loss: 0.6544... Generator Loss: 3.4669
Epoch 14/25... Discriminator Loss: 0.4819... Generator Loss: 3.5130
Epoch 14/25... Discriminator Loss: 0.4086... Generator Loss: 4.8272
Epoch 14/25... Discriminator Loss: 0.7379... Generator Loss: 6.2412
Epoch 14/25... Discriminator Loss: 0.8193... Generator Loss: 2.8385
Epoch 14/25... Discriminator Loss: 0.3571... Generator Loss: 4.4725
Epoch 14/25... Discriminator Loss: 1.1503... Generator Loss: 1.7836
Epoch 14/25... Discriminator Loss: 0.4008... Generator Loss: 3.0659
Epoch 14/25... Discriminator Loss: 0.3718... Generator Loss: 3.4669
Epoch 14/25... Discriminator Loss: 0.4719... Generator Loss: 2.8154
Epoch 14/25... Discriminator Loss: 1.0854... Generator Loss: 2.1727
Epoch 14/25... Discriminator Loss: 0.3743... Generator Loss: 5.0688
Epoch 14/25... Discriminator Loss: 0.6813... Generator Loss: 4.2749
Epoch 14/25... Discriminator Loss: 0.5403... Generator Loss: 2.6276
Epoch 14/25... Discriminator Loss: 0.9217... Generator Loss: 1.4062
Epoch 14/25... Discriminator Loss: 0.7219... Generator Loss: 2.1087
Epoch 14/25... Discriminator Loss: 0.4946... Generator Loss: 3.1798
Epoch 14/25... Discriminator Loss: 0.4128... Generator Loss: 5.0221
Epoch 14/25... Discriminator Loss: 0.5350... Generator Loss: 2.8362
Epoch 14/25... Discriminator Loss: 0.3869... Generator Loss: 3.3403
Epoch 14/25... Discriminator Loss: 1.0318... Generator Loss: 4.2477
Epoch 14/25... Discriminator Loss: 0.3594... Generator Loss: 3.7805
Epoch 14/25... Discriminator Loss: 0.6165... Generator Loss: 2.5867
Epoch 14/25... Discriminator Loss: 0.8051... Generator Loss: 4.9815
Epoch 14/25... Discriminator Loss: 1.5342... Generator Loss: 2.0862
Epoch 14/25... Discriminator Loss: 0.3499... Generator Loss: 4.8208
Epoch 14/25... Discriminator Loss: 0.6219... Generator Loss: 2.9076
Epoch 14/25... Discriminator Loss: 0.4045... Generator Loss: 2.9072
Epoch 14/25... Discriminator Loss: 0.3870... Generator Loss: 5.7068
Epoch 14/25... Discriminator Loss: 0.5111... Generator Loss: 3.0318
Epoch 14/25... Discriminator Loss: 2.0956... Generator Loss: 5.5528
Epoch 14/25... Discriminator Loss: 0.6678... Generator Loss: 1.6891
Epoch 14/25... Discriminator Loss: 0.4489... Generator Loss: 2.9180
Epoch 14/25... Discriminator Loss: 0.3866... Generator Loss: 3.4454
Epoch 14/25... Discriminator Loss: 0.3973... Generator Loss: 4.8720
Epoch 14/25... Discriminator Loss: 0.4599... Generator Loss: 4.7190
Epoch 14/25... Discriminator Loss: 0.8087... Generator Loss: 4.3393
Epoch 14/25... Discriminator Loss: 1.0781... Generator Loss: 2.3134
Epoch 15/25... Discriminator Loss: 1.0714... Generator Loss: 2.1882
Epoch 15/25... Discriminator Loss: 0.8989... Generator Loss: 2.3364
Epoch 15/25... Discriminator Loss: 0.7112... Generator Loss: 2.5977
Epoch 15/25... Discriminator Loss: 0.7218... Generator Loss: 2.5525
Epoch 15/25... Discriminator Loss: 0.4076... Generator Loss: 2.9928
Epoch 15/25... Discriminator Loss: 0.6199... Generator Loss: 3.1418
Epoch 15/25... Discriminator Loss: 0.5019... Generator Loss: 2.6243
Epoch 15/25... Discriminator Loss: 0.4239... Generator Loss: 3.2444
Epoch 15/25... Discriminator Loss: 0.3966... Generator Loss: 6.6842
Epoch 15/25... Discriminator Loss: 0.5205... Generator Loss: 4.9526
Epoch 15/25... Discriminator Loss: 0.8787... Generator Loss: 2.9722
Epoch 15/25... Discriminator Loss: 0.4222... Generator Loss: 2.9263
Epoch 15/25... Discriminator Loss: 1.2068... Generator Loss: 1.0684
Epoch 15/25... Discriminator Loss: 0.5808... Generator Loss: 2.3474
Epoch 15/25... Discriminator Loss: 0.8062... Generator Loss: 1.5974
Epoch 15/25... Discriminator Loss: 0.3817... Generator Loss: 5.1619
Epoch 15/25... Discriminator Loss: 0.3644... Generator Loss: 3.5543
Epoch 15/25... Discriminator Loss: 0.6457... Generator Loss: 2.8501
Epoch 15/25... Discriminator Loss: 0.3454... Generator Loss: 6.5547
Epoch 15/25... Discriminator Loss: 1.0819... Generator Loss: 7.1874
Epoch 15/25... Discriminator Loss: 0.3544... Generator Loss: 4.4226
Epoch 15/25... Discriminator Loss: 0.3407... Generator Loss: 9.9425
Epoch 15/25... Discriminator Loss: 0.4537... Generator Loss: 3.1816
Epoch 15/25... Discriminator Loss: 0.8306... Generator Loss: 1.8701
Epoch 15/25... Discriminator Loss: 0.6602... Generator Loss: 2.1078
Epoch 15/25... Discriminator Loss: 0.6836... Generator Loss: 4.7852
Epoch 15/25... Discriminator Loss: 0.3990... Generator Loss: 3.1079
Epoch 15/25... Discriminator Loss: 0.6402... Generator Loss: 3.0200
Epoch 15/25... Discriminator Loss: 0.6900... Generator Loss: 8.4827
Epoch 15/25... Discriminator Loss: 0.4789... Generator Loss: 2.9271
Epoch 15/25... Discriminator Loss: 0.8260... Generator Loss: 7.9431
Epoch 15/25... Discriminator Loss: 0.4539... Generator Loss: 2.6880
Epoch 15/25... Discriminator Loss: 0.5074... Generator Loss: 2.9746
Epoch 15/25... Discriminator Loss: 0.5618... Generator Loss: 3.6703
Epoch 15/25... Discriminator Loss: 0.9517... Generator Loss: 1.5525
Epoch 15/25... Discriminator Loss: 0.4431... Generator Loss: 2.8319
Epoch 15/25... Discriminator Loss: 0.3928... Generator Loss: 2.8591
Epoch 15/25... Discriminator Loss: 0.6753... Generator Loss: 4.5944
Epoch 15/25... Discriminator Loss: 0.7315... Generator Loss: 3.0571
Epoch 15/25... Discriminator Loss: 0.9630... Generator Loss: 2.3715
Epoch 15/25... Discriminator Loss: 1.6087... Generator Loss: 1.8952
Epoch 15/25... Discriminator Loss: 0.4026... Generator Loss: 4.7212
Epoch 15/25... Discriminator Loss: 1.1587... Generator Loss: 3.6093
Epoch 15/25... Discriminator Loss: 0.3605... Generator Loss: 8.4677
Epoch 15/25... Discriminator Loss: 0.4919... Generator Loss: 2.7463
Epoch 15/25... Discriminator Loss: 0.4863... Generator Loss: 2.7494
Epoch 15/25... Discriminator Loss: 0.4987... Generator Loss: 3.0559
Epoch 15/25... Discriminator Loss: 0.3408... Generator Loss: 8.5951
Epoch 15/25... Discriminator Loss: 0.5713... Generator Loss: 9.0061
Epoch 15/25... Discriminator Loss: 0.3712... Generator Loss: 4.8814
Epoch 15/25... Discriminator Loss: 1.3371... Generator Loss: 4.2699
Epoch 15/25... Discriminator Loss: 0.9286... Generator Loss: 1.7380
Epoch 15/25... Discriminator Loss: 1.0545... Generator Loss: 2.0363
Epoch 15/25... Discriminator Loss: 0.3612... Generator Loss: 4.7247
Epoch 15/25... Discriminator Loss: 0.5856... Generator Loss: 2.7745
Epoch 15/25... Discriminator Loss: 0.3604... Generator Loss: 4.2952
Epoch 15/25... Discriminator Loss: 0.3627... Generator Loss: 5.1674
Epoch 15/25... Discriminator Loss: 0.4342... Generator Loss: 2.8202
Epoch 15/25... Discriminator Loss: 0.3684... Generator Loss: 5.9492
Epoch 15/25... Discriminator Loss: 1.2848... Generator Loss: 2.4576
Epoch 15/25... Discriminator Loss: 0.8618... Generator Loss: 2.5449
Epoch 15/25... Discriminator Loss: 0.6981... Generator Loss: 4.7311
Epoch 15/25... Discriminator Loss: 0.4258... Generator Loss: 2.9163
Epoch 15/25... Discriminator Loss: 1.1190... Generator Loss: 3.7818
Epoch 15/25... Discriminator Loss: 1.9051... Generator Loss: 1.5102
Epoch 15/25... Discriminator Loss: 1.7120... Generator Loss: 2.2933
Epoch 15/25... Discriminator Loss: 0.4003... Generator Loss: 6.0435
Epoch 15/25... Discriminator Loss: 0.3735... Generator Loss: 4.4847
Epoch 15/25... Discriminator Loss: 0.8085... Generator Loss: 8.3331
Epoch 15/25... Discriminator Loss: 0.4010... Generator Loss: 3.4466
Epoch 15/25... Discriminator Loss: 1.0761... Generator Loss: 2.2688
Epoch 15/25... Discriminator Loss: 0.3878... Generator Loss: 2.8437
Epoch 15/25... Discriminator Loss: 0.9398... Generator Loss: 3.3118
Epoch 15/25... Discriminator Loss: 0.8293... Generator Loss: 2.3581
Epoch 15/25... Discriminator Loss: 0.5199... Generator Loss: 2.4969
Epoch 15/25... Discriminator Loss: 0.3488... Generator Loss: 4.3373
Epoch 15/25... Discriminator Loss: 0.5377... Generator Loss: 3.0466
Epoch 15/25... Discriminator Loss: 0.4951... Generator Loss: 2.0847
Epoch 15/25... Discriminator Loss: 0.4346... Generator Loss: 4.8471
Epoch 15/25... Discriminator Loss: 0.4233... Generator Loss: 3.3070
Epoch 15/25... Discriminator Loss: 0.6269... Generator Loss: 3.4024
Epoch 15/25... Discriminator Loss: 0.3869... Generator Loss: 3.2379
Epoch 15/25... Discriminator Loss: 0.3967... Generator Loss: 6.6813
Epoch 15/25... Discriminator Loss: 0.5849... Generator Loss: 2.0526
Epoch 15/25... Discriminator Loss: 0.3807... Generator Loss: 3.2743
Epoch 15/25... Discriminator Loss: 0.5066... Generator Loss: 2.7792
Epoch 15/25... Discriminator Loss: 1.6875... Generator Loss: 1.1271
Epoch 15/25... Discriminator Loss: 1.8390... Generator Loss: 2.9284
Epoch 15/25... Discriminator Loss: 0.6882... Generator Loss: 1.6475
Epoch 15/25... Discriminator Loss: 1.1558... Generator Loss: 2.8631
Epoch 15/25... Discriminator Loss: 1.3708... Generator Loss: 2.7905
Epoch 15/25... Discriminator Loss: 1.3736... Generator Loss: 4.2108
Epoch 15/25... Discriminator Loss: 0.8539... Generator Loss: 1.3975
Epoch 15/25... Discriminator Loss: 0.6805... Generator Loss: 2.7702
Epoch 15/25... Discriminator Loss: 0.3500... Generator Loss: 4.4925
Epoch 15/25... Discriminator Loss: 0.3937... Generator Loss: 3.1938
Epoch 15/25... Discriminator Loss: 0.8415... Generator Loss: 2.2679
Epoch 15/25... Discriminator Loss: 0.3835... Generator Loss: 3.3366
Epoch 15/25... Discriminator Loss: 0.5405... Generator Loss: 8.3928
Epoch 15/25... Discriminator Loss: 0.3809... Generator Loss: 3.5616
Epoch 15/25... Discriminator Loss: 1.1179... Generator Loss: 1.8163
Epoch 15/25... Discriminator Loss: 0.7093... Generator Loss: 2.6359
Epoch 15/25... Discriminator Loss: 1.2985... Generator Loss: 1.8592
Epoch 15/25... Discriminator Loss: 0.3454... Generator Loss: 4.2036
Epoch 15/25... Discriminator Loss: 0.5550... Generator Loss: 3.8745
Epoch 15/25... Discriminator Loss: 0.4189... Generator Loss: 3.1443
Epoch 15/25... Discriminator Loss: 0.3538... Generator Loss: 8.5456
Epoch 15/25... Discriminator Loss: 0.3834... Generator Loss: 3.6644
Epoch 15/25... Discriminator Loss: 0.6258... Generator Loss: 2.8099
Epoch 15/25... Discriminator Loss: 0.3950... Generator Loss: 3.7340
Epoch 15/25... Discriminator Loss: 0.4491... Generator Loss: 2.6267
Epoch 15/25... Discriminator Loss: 0.6804... Generator Loss: 4.0086
Epoch 15/25... Discriminator Loss: 0.5992... Generator Loss: 2.2773
Epoch 15/25... Discriminator Loss: 1.0438... Generator Loss: 2.4026
Epoch 15/25... Discriminator Loss: 0.5577... Generator Loss: 1.6483
Epoch 15/25... Discriminator Loss: 0.3567... Generator Loss: 3.8906
Epoch 15/25... Discriminator Loss: 0.3737... Generator Loss: 3.7199
Epoch 15/25... Discriminator Loss: 0.3644... Generator Loss: 3.9036
Epoch 15/25... Discriminator Loss: 0.4463... Generator Loss: 3.2181
Epoch 15/25... Discriminator Loss: 1.2567... Generator Loss: 3.5321
Epoch 15/25... Discriminator Loss: 0.3669... Generator Loss: 6.0473
Epoch 15/25... Discriminator Loss: 0.4389... Generator Loss: 3.3241
Epoch 15/25... Discriminator Loss: 0.4440... Generator Loss: 2.7975
Epoch 15/25... Discriminator Loss: 0.4200... Generator Loss: 4.4618
Epoch 15/25... Discriminator Loss: 0.5433... Generator Loss: 2.6143
Epoch 15/25... Discriminator Loss: 0.4412... Generator Loss: 2.6774
Epoch 15/25... Discriminator Loss: 0.5859... Generator Loss: 4.3006
Epoch 15/25... Discriminator Loss: 0.4863... Generator Loss: 3.0911
Epoch 15/25... Discriminator Loss: 1.6057... Generator Loss: 2.5181
Epoch 15/25... Discriminator Loss: 0.4815... Generator Loss: 3.3163
Epoch 15/25... Discriminator Loss: 0.8189... Generator Loss: 1.7856
Epoch 15/25... Discriminator Loss: 0.4498... Generator Loss: 2.5742
Epoch 15/25... Discriminator Loss: 0.3696... Generator Loss: 2.9968
Epoch 15/25... Discriminator Loss: 1.3122... Generator Loss: 2.7720
Epoch 15/25... Discriminator Loss: 0.4150... Generator Loss: 8.8360
Epoch 15/25... Discriminator Loss: 0.3496... Generator Loss: 4.8990
Epoch 15/25... Discriminator Loss: 0.4771... Generator Loss: 2.7666
Epoch 15/25... Discriminator Loss: 0.5810... Generator Loss: 2.7105
Epoch 15/25... Discriminator Loss: 0.5707... Generator Loss: 3.0809
Epoch 15/25... Discriminator Loss: 0.5797... Generator Loss: 2.2883
Epoch 15/25... Discriminator Loss: 0.5097... Generator Loss: 2.6321
Epoch 15/25... Discriminator Loss: 0.3465... Generator Loss: 4.4180
Epoch 15/25... Discriminator Loss: 1.1074... Generator Loss: 1.5094
Epoch 15/25... Discriminator Loss: 0.4540... Generator Loss: 2.9513
Epoch 15/25... Discriminator Loss: 1.1792... Generator Loss: 1.5489
Epoch 15/25... Discriminator Loss: 0.7804... Generator Loss: 3.1424
Epoch 15/25... Discriminator Loss: 0.4047... Generator Loss: 3.4866
Epoch 15/25... Discriminator Loss: 0.6412... Generator Loss: 2.4115
Epoch 15/25... Discriminator Loss: 0.3733... Generator Loss: 3.6644
Epoch 15/25... Discriminator Loss: 1.8446... Generator Loss: 1.9743
Epoch 15/25... Discriminator Loss: 0.4121... Generator Loss: 3.0802
Epoch 15/25... Discriminator Loss: 2.1627... Generator Loss: 1.9826
Epoch 15/25... Discriminator Loss: 0.3468... Generator Loss: 5.4239
Epoch 15/25... Discriminator Loss: 0.3489... Generator Loss: 8.1240
Epoch 15/25... Discriminator Loss: 0.4180... Generator Loss: 3.0754
Epoch 15/25... Discriminator Loss: 0.6623... Generator Loss: 2.9477
Epoch 15/25... Discriminator Loss: 1.1026... Generator Loss: 1.2356
Epoch 15/25... Discriminator Loss: 0.5759... Generator Loss: 2.2108
Epoch 15/25... Discriminator Loss: 0.5403... Generator Loss: 8.7146
Epoch 16/25... Discriminator Loss: 0.6985... Generator Loss: 2.8805
Epoch 16/25... Discriminator Loss: 1.1622... Generator Loss: 4.8898
Epoch 16/25... Discriminator Loss: 0.8689... Generator Loss: 4.4607
Epoch 16/25... Discriminator Loss: 0.7786... Generator Loss: 2.0402
Epoch 16/25... Discriminator Loss: 0.7818... Generator Loss: 2.7040
Epoch 16/25... Discriminator Loss: 0.4357... Generator Loss: 3.4088
Epoch 16/25... Discriminator Loss: 0.6403... Generator Loss: 3.1660
Epoch 16/25... Discriminator Loss: 0.4322... Generator Loss: 4.7046
Epoch 16/25... Discriminator Loss: 0.7655... Generator Loss: 2.5873
Epoch 16/25... Discriminator Loss: 0.4684... Generator Loss: 2.9198
Epoch 16/25... Discriminator Loss: 0.4603... Generator Loss: 6.5700
Epoch 16/25... Discriminator Loss: 0.3440... Generator Loss: 7.9578
Epoch 16/25... Discriminator Loss: 0.4749... Generator Loss: 2.4340
Epoch 16/25... Discriminator Loss: 1.0627... Generator Loss: 2.3993
Epoch 16/25... Discriminator Loss: 0.9200... Generator Loss: 1.5096
Epoch 16/25... Discriminator Loss: 0.7504... Generator Loss: 2.4262
Epoch 16/25... Discriminator Loss: 0.4184... Generator Loss: 2.9504
Epoch 16/25... Discriminator Loss: 0.4657... Generator Loss: 2.9260
Epoch 16/25... Discriminator Loss: 0.3670... Generator Loss: 3.7354
Epoch 16/25... Discriminator Loss: 0.3596... Generator Loss: 5.4312
Epoch 16/25... Discriminator Loss: 0.4012... Generator Loss: 5.0195
Epoch 16/25... Discriminator Loss: 0.9067... Generator Loss: 1.2309
Epoch 16/25... Discriminator Loss: 0.8326... Generator Loss: 4.9460
Epoch 16/25... Discriminator Loss: 1.0613... Generator Loss: 4.3215
Epoch 16/25... Discriminator Loss: 0.3929... Generator Loss: 2.9997
Epoch 16/25... Discriminator Loss: 0.8053... Generator Loss: 3.1479
Epoch 16/25... Discriminator Loss: 0.7782... Generator Loss: 1.8473
Epoch 16/25... Discriminator Loss: 0.7592... Generator Loss: 1.8221
Epoch 16/25... Discriminator Loss: 1.3731... Generator Loss: 1.2693
Epoch 16/25... Discriminator Loss: 0.6341... Generator Loss: 2.4256
Epoch 16/25... Discriminator Loss: 1.3319... Generator Loss: 4.5504
Epoch 16/25... Discriminator Loss: 0.9762... Generator Loss: 2.4268
Epoch 16/25... Discriminator Loss: 0.6590... Generator Loss: 2.3876
Epoch 16/25... Discriminator Loss: 2.6504... Generator Loss: 5.1065
Epoch 16/25... Discriminator Loss: 0.9113... Generator Loss: 3.9922
Epoch 16/25... Discriminator Loss: 0.4482... Generator Loss: 2.7655
Epoch 16/25... Discriminator Loss: 0.3644... Generator Loss: 4.6804
Epoch 16/25... Discriminator Loss: 0.3427... Generator Loss: 5.7712
Epoch 16/25... Discriminator Loss: 1.0122... Generator Loss: 3.2103
Epoch 16/25... Discriminator Loss: 0.4254... Generator Loss: 2.8957
Epoch 16/25... Discriminator Loss: 0.5676... Generator Loss: 4.0744
Epoch 16/25... Discriminator Loss: 0.6220... Generator Loss: 2.4455
Epoch 16/25... Discriminator Loss: 0.3469... Generator Loss: 4.5040
Epoch 16/25... Discriminator Loss: 0.3521... Generator Loss: 3.9704
Epoch 16/25... Discriminator Loss: 0.6961... Generator Loss: 1.8680
Epoch 16/25... Discriminator Loss: 0.5667... Generator Loss: 4.0312
Epoch 16/25... Discriminator Loss: 1.1189... Generator Loss: 1.7013
Epoch 16/25... Discriminator Loss: 0.7522... Generator Loss: 6.6386
Epoch 16/25... Discriminator Loss: 0.3722... Generator Loss: 2.6078
Epoch 16/25... Discriminator Loss: 0.6684... Generator Loss: 2.6298
Epoch 16/25... Discriminator Loss: 0.4142... Generator Loss: 3.0776
Epoch 16/25... Discriminator Loss: 1.5124... Generator Loss: 1.7760
Epoch 16/25... Discriminator Loss: 0.3510... Generator Loss: 4.3871
Epoch 16/25... Discriminator Loss: 0.4459... Generator Loss: 3.0578
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Epoch 16/25... Discriminator Loss: 0.3669... Generator Loss: 3.7955
Epoch 16/25... Discriminator Loss: 0.6713... Generator Loss: 3.8963
Epoch 16/25... Discriminator Loss: 1.1746... Generator Loss: 3.4418
Epoch 16/25... Discriminator Loss: 2.5020... Generator Loss: 2.0431
Epoch 16/25... Discriminator Loss: 0.4955... Generator Loss: 3.1414
Epoch 16/25... Discriminator Loss: 0.4176... Generator Loss: 2.9753
Epoch 16/25... Discriminator Loss: 0.3677... Generator Loss: 3.8932
Epoch 16/25... Discriminator Loss: 0.3674... Generator Loss: 3.4781
Epoch 16/25... Discriminator Loss: 0.3567... Generator Loss: 6.5539
Epoch 16/25... Discriminator Loss: 1.3067... Generator Loss: 1.9789
Epoch 16/25... Discriminator Loss: 0.3433... Generator Loss: 6.1852
Epoch 16/25... Discriminator Loss: 0.4089... Generator Loss: 9.2253
Epoch 16/25... Discriminator Loss: 1.1574... Generator Loss: 4.5746
Epoch 16/25... Discriminator Loss: 0.5729... Generator Loss: 5.4852
Epoch 16/25... Discriminator Loss: 0.3866... Generator Loss: 3.3515
Epoch 16/25... Discriminator Loss: 0.3691... Generator Loss: 7.1665
Epoch 16/25... Discriminator Loss: 0.5199... Generator Loss: 3.5519
Epoch 16/25... Discriminator Loss: 0.7191... Generator Loss: 2.7227
Epoch 16/25... Discriminator Loss: 0.8235... Generator Loss: 1.4566
Epoch 16/25... Discriminator Loss: 0.6410... Generator Loss: 2.0080
Epoch 16/25... Discriminator Loss: 0.9442... Generator Loss: 2.2522
Epoch 16/25... Discriminator Loss: 1.1868... Generator Loss: 1.7161
Epoch 16/25... Discriminator Loss: 0.6614... Generator Loss: 2.0579
Epoch 16/25... Discriminator Loss: 0.3580... Generator Loss: 4.0867
Epoch 16/25... Discriminator Loss: 0.6734... Generator Loss: 1.8748
Epoch 16/25... Discriminator Loss: 0.6371... Generator Loss: 2.4616
Epoch 16/25... Discriminator Loss: 0.9682... Generator Loss: 1.8252
Epoch 16/25... Discriminator Loss: 0.3905... Generator Loss: 3.2353
Epoch 16/25... Discriminator Loss: 0.4200... Generator Loss: 3.2792
Epoch 16/25... Discriminator Loss: 0.5540... Generator Loss: 2.0157
Epoch 16/25... Discriminator Loss: 0.5146... Generator Loss: 3.4896
Epoch 16/25... Discriminator Loss: 1.1107... Generator Loss: 1.8840
Epoch 16/25... Discriminator Loss: 1.0062... Generator Loss: 3.0791
Epoch 16/25... Discriminator Loss: 0.3417... Generator Loss: 6.0342
Epoch 16/25... Discriminator Loss: 0.6988... Generator Loss: 1.8436
Epoch 16/25... Discriminator Loss: 0.3470... Generator Loss: 6.7210
Epoch 16/25... Discriminator Loss: 0.3759... Generator Loss: 3.8238
Epoch 16/25... Discriminator Loss: 0.5068... Generator Loss: 3.1506
Epoch 16/25... Discriminator Loss: 0.3428... Generator Loss: 5.6189
Epoch 16/25... Discriminator Loss: 0.4220... Generator Loss: 3.2001
Epoch 16/25... Discriminator Loss: 0.8655... Generator Loss: 3.0688
Epoch 16/25... Discriminator Loss: 0.9496... Generator Loss: 3.0888
Epoch 16/25... Discriminator Loss: 0.3466... Generator Loss: 5.7175
Epoch 16/25... Discriminator Loss: 0.3533... Generator Loss: 5.9958
Epoch 16/25... Discriminator Loss: 0.5336... Generator Loss: 2.8187
Epoch 16/25... Discriminator Loss: 0.4709... Generator Loss: 3.2989
Epoch 16/25... Discriminator Loss: 0.3652... Generator Loss: 3.5545
Epoch 16/25... Discriminator Loss: 1.1389... Generator Loss: 2.5948
Epoch 16/25... Discriminator Loss: 0.9447... Generator Loss: 1.8460
Epoch 16/25... Discriminator Loss: 1.2220... Generator Loss: 2.2026
Epoch 16/25... Discriminator Loss: 1.4587... Generator Loss: 1.3782
Epoch 16/25... Discriminator Loss: 1.3926... Generator Loss: 3.6305
Epoch 16/25... Discriminator Loss: 1.3544... Generator Loss: 2.4953
Epoch 16/25... Discriminator Loss: 0.4182... Generator Loss: 3.1624
Epoch 16/25... Discriminator Loss: 0.4290... Generator Loss: 5.5910
Epoch 16/25... Discriminator Loss: 0.7857... Generator Loss: 1.5507
Epoch 16/25... Discriminator Loss: 0.8328... Generator Loss: 3.8442
Epoch 16/25... Discriminator Loss: 0.7470... Generator Loss: 2.7188
Epoch 16/25... Discriminator Loss: 0.7663... Generator Loss: 1.3227
Epoch 16/25... Discriminator Loss: 0.4461... Generator Loss: 3.5006
Epoch 16/25... Discriminator Loss: 0.9450... Generator Loss: 3.3179
Epoch 16/25... Discriminator Loss: 1.7127... Generator Loss: 2.6367
Epoch 16/25... Discriminator Loss: 1.2314... Generator Loss: 4.8772
Epoch 16/25... Discriminator Loss: 0.6275... Generator Loss: 7.4003
Epoch 16/25... Discriminator Loss: 0.3504... Generator Loss: 5.7490
Epoch 16/25... Discriminator Loss: 0.5496... Generator Loss: 4.1254
Epoch 16/25... Discriminator Loss: 0.4433... Generator Loss: 2.7216
Epoch 16/25... Discriminator Loss: 1.2949... Generator Loss: 2.5622
Epoch 16/25... Discriminator Loss: 1.3463... Generator Loss: 3.7466
Epoch 16/25... Discriminator Loss: 1.8042... Generator Loss: 1.6774
Epoch 16/25... Discriminator Loss: 0.4054... Generator Loss: 4.2693
Epoch 16/25... Discriminator Loss: 0.4180... Generator Loss: 3.0121
Epoch 16/25... Discriminator Loss: 0.5024... Generator Loss: 3.1275
Epoch 16/25... Discriminator Loss: 1.3257... Generator Loss: 2.5364
Epoch 16/25... Discriminator Loss: 0.6236... Generator Loss: 3.2207
Epoch 16/25... Discriminator Loss: 0.5354... Generator Loss: 3.9665
Epoch 16/25... Discriminator Loss: 0.6301... Generator Loss: 3.0225
Epoch 16/25... Discriminator Loss: 0.4033... Generator Loss: 3.2604
Epoch 16/25... Discriminator Loss: 0.3524... Generator Loss: 4.2647
Epoch 16/25... Discriminator Loss: 0.4476... Generator Loss: 3.1648
Epoch 16/25... Discriminator Loss: 0.4445... Generator Loss: 3.3569
Epoch 16/25... Discriminator Loss: 0.4894... Generator Loss: 2.5542
Epoch 16/25... Discriminator Loss: 0.7701... Generator Loss: 2.4484
Epoch 16/25... Discriminator Loss: 0.3969... Generator Loss: 3.2718
Epoch 16/25... Discriminator Loss: 0.8506... Generator Loss: 2.8576
Epoch 16/25... Discriminator Loss: 0.7588... Generator Loss: 2.6191
Epoch 16/25... Discriminator Loss: 0.3540... Generator Loss: 3.9129
Epoch 16/25... Discriminator Loss: 2.1722... Generator Loss: 3.2039
Epoch 16/25... Discriminator Loss: 0.6741... Generator Loss: 3.2672
Epoch 16/25... Discriminator Loss: 0.4435... Generator Loss: 2.9432
Epoch 16/25... Discriminator Loss: 0.6358... Generator Loss: 2.7046
Epoch 16/25... Discriminator Loss: 0.4254... Generator Loss: 10.4730
Epoch 16/25... Discriminator Loss: 0.3505... Generator Loss: 4.6238
Epoch 16/25... Discriminator Loss: 0.8821... Generator Loss: 3.5343
Epoch 16/25... Discriminator Loss: 0.3668... Generator Loss: 4.4797
Epoch 16/25... Discriminator Loss: 1.1192... Generator Loss: 1.9154
Epoch 16/25... Discriminator Loss: 0.6269... Generator Loss: 2.7301
Epoch 16/25... Discriminator Loss: 0.3455... Generator Loss: 4.5935
Epoch 16/25... Discriminator Loss: 0.4053... Generator Loss: 4.7073
Epoch 16/25... Discriminator Loss: 0.3646... Generator Loss: 4.9216
Epoch 16/25... Discriminator Loss: 0.3494... Generator Loss: 5.1636
Epoch 16/25... Discriminator Loss: 2.3865... Generator Loss: 1.1191
Epoch 16/25... Discriminator Loss: 1.1777... Generator Loss: 1.6212
Epoch 16/25... Discriminator Loss: 1.1421... Generator Loss: 1.5054
Epoch 17/25... Discriminator Loss: 0.8612... Generator Loss: 2.2943
Epoch 17/25... Discriminator Loss: 0.9943... Generator Loss: 2.7087
Epoch 17/25... Discriminator Loss: 0.3997... Generator Loss: 3.5648
Epoch 17/25... Discriminator Loss: 1.3773... Generator Loss: 2.7502
Epoch 17/25... Discriminator Loss: 1.0027... Generator Loss: 3.1103
Epoch 17/25... Discriminator Loss: 0.6639... Generator Loss: 3.6396
Epoch 17/25... Discriminator Loss: 0.9283... Generator Loss: 2.3729
Epoch 17/25... Discriminator Loss: 0.3507... Generator Loss: 4.8090
Epoch 17/25... Discriminator Loss: 1.1599... Generator Loss: 7.6815
Epoch 17/25... Discriminator Loss: 0.8866... Generator Loss: 1.3244
Epoch 17/25... Discriminator Loss: 0.7247... Generator Loss: 2.9869
Epoch 17/25... Discriminator Loss: 1.7544... Generator Loss: 2.0625
Epoch 17/25... Discriminator Loss: 0.4106... Generator Loss: 3.1419
Epoch 17/25... Discriminator Loss: 0.4190... Generator Loss: 6.8807
Epoch 17/25... Discriminator Loss: 1.2582... Generator Loss: 2.0048
Epoch 17/25... Discriminator Loss: 0.8554... Generator Loss: 1.8055
Epoch 17/25... Discriminator Loss: 1.0276... Generator Loss: 1.8586
Epoch 17/25... Discriminator Loss: 0.7029... Generator Loss: 2.1493
Epoch 17/25... Discriminator Loss: 0.7444... Generator Loss: 2.3045
Epoch 17/25... Discriminator Loss: 0.3772... Generator Loss: 2.7920
Epoch 17/25... Discriminator Loss: 0.6087... Generator Loss: 2.6883
Epoch 17/25... Discriminator Loss: 0.4086... Generator Loss: 4.7466
Epoch 17/25... Discriminator Loss: 2.3804... Generator Loss: 0.8936
Epoch 17/25... Discriminator Loss: 1.2347... Generator Loss: 1.6119
Epoch 17/25... Discriminator Loss: 1.8877... Generator Loss: 1.9482
Epoch 17/25... Discriminator Loss: 0.5336... Generator Loss: 2.8667
Epoch 17/25... Discriminator Loss: 0.4268... Generator Loss: 4.5583
Epoch 17/25... Discriminator Loss: 0.6923... Generator Loss: 3.7196
Epoch 17/25... Discriminator Loss: 0.3425... Generator Loss: 5.2095
Epoch 17/25... Discriminator Loss: 0.3508... Generator Loss: 4.8317
Epoch 17/25... Discriminator Loss: 0.3605... Generator Loss: 6.3475
Epoch 17/25... Discriminator Loss: 0.4482... Generator Loss: 3.1083
Epoch 17/25... Discriminator Loss: 0.6195... Generator Loss: 3.0421
Epoch 17/25... Discriminator Loss: 0.4964... Generator Loss: 4.3933
Epoch 17/25... Discriminator Loss: 0.4867... Generator Loss: 2.9705
Epoch 17/25... Discriminator Loss: 0.4882... Generator Loss: 3.2534
Epoch 17/25... Discriminator Loss: 0.9262... Generator Loss: 2.1950
Epoch 17/25... Discriminator Loss: 0.8802... Generator Loss: 2.2106
Epoch 17/25... Discriminator Loss: 1.1624... Generator Loss: 1.6407
Epoch 17/25... Discriminator Loss: 1.3129... Generator Loss: 1.8639
Epoch 17/25... Discriminator Loss: 1.1333... Generator Loss: 2.0409
Epoch 17/25... Discriminator Loss: 0.3945... Generator Loss: 8.6618
Epoch 17/25... Discriminator Loss: 0.6153... Generator Loss: 2.1037
Epoch 17/25... Discriminator Loss: 0.8443... Generator Loss: 2.5248
Epoch 17/25... Discriminator Loss: 0.3636... Generator Loss: 8.9116
Epoch 17/25... Discriminator Loss: 0.3695... Generator Loss: 3.5116
Epoch 17/25... Discriminator Loss: 0.3642... Generator Loss: 7.9073
Epoch 17/25... Discriminator Loss: 0.4202... Generator Loss: 3.2674
Epoch 17/25... Discriminator Loss: 0.8918... Generator Loss: 5.0977
Epoch 17/25... Discriminator Loss: 1.0049... Generator Loss: 2.2495
Epoch 17/25... Discriminator Loss: 0.3759... Generator Loss: 3.5120
Epoch 17/25... Discriminator Loss: 0.3888... Generator Loss: 3.5008
Epoch 17/25... Discriminator Loss: 0.5063... Generator Loss: 3.6445
Epoch 17/25... Discriminator Loss: 0.5847... Generator Loss: 2.6739
Epoch 17/25... Discriminator Loss: 0.3446... Generator Loss: 5.5734
Epoch 17/25... Discriminator Loss: 1.3697... Generator Loss: 6.4817
Epoch 17/25... Discriminator Loss: 1.0244... Generator Loss: 1.9858
Epoch 17/25... Discriminator Loss: 1.0391... Generator Loss: 1.1002
Epoch 17/25... Discriminator Loss: 0.4443... Generator Loss: 3.4810
Epoch 17/25... Discriminator Loss: 0.3556... Generator Loss: 4.4965
Epoch 17/25... Discriminator Loss: 0.6877... Generator Loss: 3.2456
Epoch 17/25... Discriminator Loss: 0.4762... Generator Loss: 2.2121
Epoch 17/25... Discriminator Loss: 1.2476... Generator Loss: 1.4973
Epoch 17/25... Discriminator Loss: 0.3510... Generator Loss: 4.4265
Epoch 17/25... Discriminator Loss: 0.3625... Generator Loss: 4.4063
Epoch 17/25... Discriminator Loss: 0.4453... Generator Loss: 3.1241
Epoch 17/25... Discriminator Loss: 0.5071... Generator Loss: 2.9781
Epoch 17/25... Discriminator Loss: 0.9604... Generator Loss: 1.4278
Epoch 17/25... Discriminator Loss: 0.9107... Generator Loss: 3.4210
Epoch 17/25... Discriminator Loss: 0.5833... Generator Loss: 1.3993
Epoch 17/25... Discriminator Loss: 0.8864... Generator Loss: 1.9965
Epoch 17/25... Discriminator Loss: 0.5731... Generator Loss: 3.1938
Epoch 17/25... Discriminator Loss: 1.3902... Generator Loss: 2.6772
Epoch 17/25... Discriminator Loss: 0.3823... Generator Loss: 3.4225
Epoch 17/25... Discriminator Loss: 0.4876... Generator Loss: 3.1665
Epoch 17/25... Discriminator Loss: 0.3472... Generator Loss: 6.4147
Epoch 17/25... Discriminator Loss: 0.4483... Generator Loss: 3.4779
Epoch 17/25... Discriminator Loss: 0.3555... Generator Loss: 4.3502
Epoch 17/25... Discriminator Loss: 0.4455... Generator Loss: 3.2438
Epoch 17/25... Discriminator Loss: 0.3559... Generator Loss: 5.6541
Epoch 17/25... Discriminator Loss: 1.0659... Generator Loss: 1.9163
Epoch 17/25... Discriminator Loss: 1.0578... Generator Loss: 1.5598
Epoch 17/25... Discriminator Loss: 1.1888... Generator Loss: 1.4600
Epoch 17/25... Discriminator Loss: 0.6017... Generator Loss: 4.3517
Epoch 17/25... Discriminator Loss: 0.6312... Generator Loss: 3.6556
Epoch 17/25... Discriminator Loss: 0.3610... Generator Loss: 4.8162
Epoch 17/25... Discriminator Loss: 0.4131... Generator Loss: 3.8121
Epoch 17/25... Discriminator Loss: 0.5363... Generator Loss: 3.9372
Epoch 17/25... Discriminator Loss: 0.6204... Generator Loss: 2.8822
Epoch 17/25... Discriminator Loss: 0.8373... Generator Loss: 1.6547
Epoch 17/25... Discriminator Loss: 0.7354... Generator Loss: 2.0754
Epoch 17/25... Discriminator Loss: 0.3525... Generator Loss: 4.4007
Epoch 17/25... Discriminator Loss: 0.3550... Generator Loss: 6.4427
Epoch 17/25... Discriminator Loss: 0.7356... Generator Loss: 1.8180
Epoch 17/25... Discriminator Loss: 1.0318... Generator Loss: 2.4404
Epoch 17/25... Discriminator Loss: 0.4664... Generator Loss: 2.6902
Epoch 17/25... Discriminator Loss: 0.4187... Generator Loss: 3.0106
Epoch 17/25... Discriminator Loss: 0.3506... Generator Loss: 4.4163
Epoch 17/25... Discriminator Loss: 0.3419... Generator Loss: 9.0040
Epoch 17/25... Discriminator Loss: 3.6161... Generator Loss: 2.5477
Epoch 17/25... Discriminator Loss: 0.3816... Generator Loss: 5.4597
Epoch 17/25... Discriminator Loss: 0.4098... Generator Loss: 4.3541
Epoch 17/25... Discriminator Loss: 0.5577... Generator Loss: 3.1032
Epoch 17/25... Discriminator Loss: 0.5723... Generator Loss: 3.2768
Epoch 17/25... Discriminator Loss: 1.0069... Generator Loss: 5.6963
Epoch 17/25... Discriminator Loss: 0.8407... Generator Loss: 2.2539
Epoch 17/25... Discriminator Loss: 0.3818... Generator Loss: 6.7915
Epoch 17/25... Discriminator Loss: 1.4438... Generator Loss: 2.1308
Epoch 17/25... Discriminator Loss: 1.2131... Generator Loss: 2.0537
Epoch 17/25... Discriminator Loss: 0.9331... Generator Loss: 1.6265
Epoch 17/25... Discriminator Loss: 0.7065... Generator Loss: 2.8343
Epoch 17/25... Discriminator Loss: 0.7011... Generator Loss: 1.7699
Epoch 17/25... Discriminator Loss: 0.6247... Generator Loss: 2.2588
Epoch 17/25... Discriminator Loss: 0.4462... Generator Loss: 2.7319
Epoch 17/25... Discriminator Loss: 1.0737... Generator Loss: 3.0917
Epoch 17/25... Discriminator Loss: 0.7493... Generator Loss: 2.5515
Epoch 17/25... Discriminator Loss: 1.1296... Generator Loss: 1.7650
Epoch 17/25... Discriminator Loss: 1.1889... Generator Loss: 1.1540
Epoch 17/25... Discriminator Loss: 0.6193... Generator Loss: 2.8432
Epoch 17/25... Discriminator Loss: 1.1776... Generator Loss: 1.1654
Epoch 17/25... Discriminator Loss: 0.3786... Generator Loss: 6.5966
Epoch 17/25... Discriminator Loss: 0.3501... Generator Loss: 9.7589
Epoch 17/25... Discriminator Loss: 0.3490... Generator Loss: 7.2699
Epoch 17/25... Discriminator Loss: 0.3894... Generator Loss: 6.1916
Epoch 17/25... Discriminator Loss: 2.2044... Generator Loss: 8.8965
Epoch 17/25... Discriminator Loss: 0.5172... Generator Loss: 2.4016
Epoch 17/25... Discriminator Loss: 0.3570... Generator Loss: 5.0130
Epoch 17/25... Discriminator Loss: 0.7169... Generator Loss: 2.4317
Epoch 17/25... Discriminator Loss: 0.9077... Generator Loss: 2.5366
Epoch 17/25... Discriminator Loss: 0.4175... Generator Loss: 3.9490
Epoch 17/25... Discriminator Loss: 0.3441... Generator Loss: 6.8440
Epoch 17/25... Discriminator Loss: 0.4630... Generator Loss: 3.2819
Epoch 17/25... Discriminator Loss: 0.3419... Generator Loss: 6.8913
Epoch 17/25... Discriminator Loss: 0.3467... Generator Loss: 5.7075
Epoch 17/25... Discriminator Loss: 0.8253... Generator Loss: 1.1400
Epoch 17/25... Discriminator Loss: 0.4863... Generator Loss: 3.0707
Epoch 17/25... Discriminator Loss: 0.3485... Generator Loss: 5.8298
Epoch 17/25... Discriminator Loss: 1.0163... Generator Loss: 2.5170
Epoch 17/25... Discriminator Loss: 1.7722... Generator Loss: 1.8820
Epoch 17/25... Discriminator Loss: 0.9766... Generator Loss: 2.3179
Epoch 17/25... Discriminator Loss: 0.3647... Generator Loss: 6.0052
Epoch 17/25... Discriminator Loss: 1.6596... Generator Loss: 1.1214
Epoch 17/25... Discriminator Loss: 1.0546... Generator Loss: 1.9704
Epoch 17/25... Discriminator Loss: 1.1923... Generator Loss: 1.9698
Epoch 17/25... Discriminator Loss: 1.2219... Generator Loss: 1.6082
Epoch 17/25... Discriminator Loss: 1.0720... Generator Loss: 1.4697
Epoch 17/25... Discriminator Loss: 1.0113... Generator Loss: 2.3941
Epoch 17/25... Discriminator Loss: 0.8738... Generator Loss: 2.1240
Epoch 17/25... Discriminator Loss: 1.1468... Generator Loss: 1.6781
Epoch 17/25... Discriminator Loss: 0.7329... Generator Loss: 1.8563
Epoch 17/25... Discriminator Loss: 0.9754... Generator Loss: 2.8391
Epoch 17/25... Discriminator Loss: 0.8558... Generator Loss: 3.2928
Epoch 17/25... Discriminator Loss: 0.4624... Generator Loss: 7.7203
Epoch 17/25... Discriminator Loss: 0.3515... Generator Loss: 4.4323
Epoch 17/25... Discriminator Loss: 0.7175... Generator Loss: 2.9530
Epoch 17/25... Discriminator Loss: 0.4086... Generator Loss: 3.1785
Epoch 17/25... Discriminator Loss: 0.6994... Generator Loss: 2.5744
Epoch 17/25... Discriminator Loss: 0.3506... Generator Loss: 7.4209
Epoch 17/25... Discriminator Loss: 0.3678... Generator Loss: 4.6886
Epoch 18/25... Discriminator Loss: 0.3528... Generator Loss: 3.9677
Epoch 18/25... Discriminator Loss: 0.3567... Generator Loss: 3.7016
Epoch 18/25... Discriminator Loss: 0.9244... Generator Loss: 4.5164
Epoch 18/25... Discriminator Loss: 0.5689... Generator Loss: 3.7149
Epoch 18/25... Discriminator Loss: 0.3499... Generator Loss: 5.0730
Epoch 18/25... Discriminator Loss: 0.6897... Generator Loss: 4.5365
Epoch 18/25... Discriminator Loss: 0.8655... Generator Loss: 2.4518
Epoch 18/25... Discriminator Loss: 0.8386... Generator Loss: 3.4059
Epoch 18/25... Discriminator Loss: 1.7581... Generator Loss: 4.8830
Epoch 18/25... Discriminator Loss: 1.3253... Generator Loss: 3.3673
Epoch 18/25... Discriminator Loss: 0.3787... Generator Loss: 5.4024
Epoch 18/25... Discriminator Loss: 0.5403... Generator Loss: 2.8000
Epoch 18/25... Discriminator Loss: 1.1624... Generator Loss: 2.1838
Epoch 18/25... Discriminator Loss: 0.4080... Generator Loss: 5.0629
Epoch 18/25... Discriminator Loss: 0.6273... Generator Loss: 2.2478
Epoch 18/25... Discriminator Loss: 0.5870... Generator Loss: 2.4744
Epoch 18/25... Discriminator Loss: 0.3827... Generator Loss: 3.2187
Epoch 18/25... Discriminator Loss: 0.3505... Generator Loss: 4.3574
Epoch 18/25... Discriminator Loss: 0.3643... Generator Loss: 7.3955
Epoch 18/25... Discriminator Loss: 0.6922... Generator Loss: 4.4372
Epoch 18/25... Discriminator Loss: 1.0386... Generator Loss: 3.2514
Epoch 18/25... Discriminator Loss: 0.3557... Generator Loss: 4.3695
Epoch 18/25... Discriminator Loss: 0.3446... Generator Loss: 11.9848
Epoch 18/25... Discriminator Loss: 0.3657... Generator Loss: 4.2561
Epoch 18/25... Discriminator Loss: 0.3417... Generator Loss: 7.6866
Epoch 18/25... Discriminator Loss: 0.3399... Generator Loss: 6.2291
Epoch 18/25... Discriminator Loss: 0.4225... Generator Loss: 3.3228
Epoch 18/25... Discriminator Loss: 0.4584... Generator Loss: 7.8300
Epoch 18/25... Discriminator Loss: 0.4307... Generator Loss: 3.1236
Epoch 18/25... Discriminator Loss: 0.6157... Generator Loss: 2.7294
Epoch 18/25... Discriminator Loss: 0.3458... Generator Loss: 4.8182
Epoch 18/25... Discriminator Loss: 1.0255... Generator Loss: 4.6058
Epoch 18/25... Discriminator Loss: 2.4637... Generator Loss: 0.8217
Epoch 18/25... Discriminator Loss: 0.5484... Generator Loss: 2.5206
Epoch 18/25... Discriminator Loss: 0.4712... Generator Loss: 4.1634
Epoch 18/25... Discriminator Loss: 0.4045... Generator Loss: 3.0670
Epoch 18/25... Discriminator Loss: 0.3477... Generator Loss: 5.1953
Epoch 18/25... Discriminator Loss: 0.3623... Generator Loss: 3.9356
Epoch 18/25... Discriminator Loss: 0.3608... Generator Loss: 4.4943
Epoch 18/25... Discriminator Loss: 1.0288... Generator Loss: 2.6229
Epoch 18/25... Discriminator Loss: 0.8422... Generator Loss: 2.4873
Epoch 18/25... Discriminator Loss: 0.3558... Generator Loss: 4.1009
Epoch 18/25... Discriminator Loss: 0.5964... Generator Loss: 5.3077
Epoch 18/25... Discriminator Loss: 0.4209... Generator Loss: 3.9524
Epoch 18/25... Discriminator Loss: 0.3581... Generator Loss: 4.4066
Epoch 18/25... Discriminator Loss: 0.9731... Generator Loss: 1.3205
Epoch 18/25... Discriminator Loss: 1.1213... Generator Loss: 1.4118
Epoch 18/25... Discriminator Loss: 1.3517... Generator Loss: 3.0431
Epoch 18/25... Discriminator Loss: 0.6141... Generator Loss: 3.0308
Epoch 18/25... Discriminator Loss: 1.3171... Generator Loss: 2.2910
Epoch 18/25... Discriminator Loss: 0.4749... Generator Loss: 3.1607
Epoch 18/25... Discriminator Loss: 1.1740... Generator Loss: 1.9534
Epoch 18/25... Discriminator Loss: 1.1589... Generator Loss: 1.2395
Epoch 18/25... Discriminator Loss: 0.6598... Generator Loss: 2.1056
Epoch 18/25... Discriminator Loss: 0.3696... Generator Loss: 3.0246
Epoch 18/25... Discriminator Loss: 0.3996... Generator Loss: 5.3394
Epoch 18/25... Discriminator Loss: 0.7714... Generator Loss: 2.3726
Epoch 18/25... Discriminator Loss: 1.2090... Generator Loss: 3.2012
Epoch 18/25... Discriminator Loss: 0.8674... Generator Loss: 2.0059
Epoch 18/25... Discriminator Loss: 1.2021... Generator Loss: 2.2817
Epoch 18/25... Discriminator Loss: 0.8873... Generator Loss: 2.5250
Epoch 18/25... Discriminator Loss: 0.6784... Generator Loss: 1.6589
Epoch 18/25... Discriminator Loss: 0.7306... Generator Loss: 2.5044
Epoch 18/25... Discriminator Loss: 0.8388... Generator Loss: 2.3275
Epoch 18/25... Discriminator Loss: 0.3452... Generator Loss: 5.4384
Epoch 18/25... Discriminator Loss: 0.4815... Generator Loss: 3.3900
Epoch 18/25... Discriminator Loss: 0.3892... Generator Loss: 4.5923
Epoch 18/25... Discriminator Loss: 0.5497... Generator Loss: 2.5943
Epoch 18/25... Discriminator Loss: 0.3439... Generator Loss: 7.9064
Epoch 18/25... Discriminator Loss: 0.3486... Generator Loss: 9.0564
Epoch 18/25... Discriminator Loss: 0.3711... Generator Loss: 3.4656
Epoch 18/25... Discriminator Loss: 0.8590... Generator Loss: 2.1899
Epoch 18/25... Discriminator Loss: 0.3781... Generator Loss: 4.2036
Epoch 18/25... Discriminator Loss: 0.3496... Generator Loss: 4.9272
Epoch 18/25... Discriminator Loss: 0.7577... Generator Loss: 2.6492
Epoch 18/25... Discriminator Loss: 0.8687... Generator Loss: 1.8680
Epoch 18/25... Discriminator Loss: 0.6870... Generator Loss: 1.4775
Epoch 18/25... Discriminator Loss: 0.5042... Generator Loss: 2.1127
Epoch 18/25... Discriminator Loss: 1.1053... Generator Loss: 1.8517
Epoch 18/25... Discriminator Loss: 0.6346... Generator Loss: 3.1417
Epoch 18/25... Discriminator Loss: 0.3400... Generator Loss: 8.1050
Epoch 18/25... Discriminator Loss: 0.4132... Generator Loss: 4.2043
Epoch 18/25... Discriminator Loss: 0.3846... Generator Loss: 3.3442
Epoch 18/25... Discriminator Loss: 0.3631... Generator Loss: 3.6020
Epoch 18/25... Discriminator Loss: 0.7497... Generator Loss: 1.5117
Epoch 18/25... Discriminator Loss: 0.4635... Generator Loss: 3.4195
Epoch 18/25... Discriminator Loss: 0.3758... Generator Loss: 3.3103
Epoch 18/25... Discriminator Loss: 0.4005... Generator Loss: 3.1349
Epoch 18/25... Discriminator Loss: 0.4829... Generator Loss: 2.7957
Epoch 18/25... Discriminator Loss: 0.5725... Generator Loss: 11.6077
Epoch 18/25... Discriminator Loss: 0.7156... Generator Loss: 3.2892
Epoch 18/25... Discriminator Loss: 0.4095... Generator Loss: 3.1165
Epoch 18/25... Discriminator Loss: 0.4178... Generator Loss: 3.1005
Epoch 18/25... Discriminator Loss: 0.4230... Generator Loss: 3.2577
Epoch 18/25... Discriminator Loss: 0.4345... Generator Loss: 3.6367
Epoch 18/25... Discriminator Loss: 0.3913... Generator Loss: 3.3092
Epoch 18/25... Discriminator Loss: 0.5015... Generator Loss: 3.4872
Epoch 18/25... Discriminator Loss: 0.8796... Generator Loss: 2.4339
Epoch 18/25... Discriminator Loss: 0.5060... Generator Loss: 3.3399
Epoch 18/25... Discriminator Loss: 0.4753... Generator Loss: 2.7063
Epoch 18/25... Discriminator Loss: 0.4566... Generator Loss: 3.2819
Epoch 18/25... Discriminator Loss: 1.2211... Generator Loss: 6.8687
Epoch 18/25... Discriminator Loss: 0.3963... Generator Loss: 4.8560
Epoch 18/25... Discriminator Loss: 0.5987... Generator Loss: 3.6531
Epoch 18/25... Discriminator Loss: 1.0484... Generator Loss: 1.7743
Epoch 18/25... Discriminator Loss: 0.3396... Generator Loss: 7.4110
Epoch 18/25... Discriminator Loss: 0.4447... Generator Loss: 4.0092
Epoch 18/25... Discriminator Loss: 0.8592... Generator Loss: 4.0454
Epoch 18/25... Discriminator Loss: 0.3812... Generator Loss: 3.3635
Epoch 18/25... Discriminator Loss: 2.5707... Generator Loss: 2.8065
Epoch 18/25... Discriminator Loss: 0.8939... Generator Loss: 2.1883
Epoch 18/25... Discriminator Loss: 0.3419... Generator Loss: 5.4166
Epoch 18/25... Discriminator Loss: 0.3570... Generator Loss: 6.4171
Epoch 18/25... Discriminator Loss: 0.3466... Generator Loss: 6.2516
Epoch 18/25... Discriminator Loss: 1.3510... Generator Loss: 2.7243
Epoch 18/25... Discriminator Loss: 0.7702... Generator Loss: 3.4703
Epoch 18/25... Discriminator Loss: 0.4660... Generator Loss: 2.8306
Epoch 18/25... Discriminator Loss: 0.3370... Generator Loss: 8.1465
Epoch 18/25... Discriminator Loss: 0.3463... Generator Loss: 3.3402
Epoch 18/25... Discriminator Loss: 0.9501... Generator Loss: 1.6793
Epoch 18/25... Discriminator Loss: 0.9503... Generator Loss: 1.6277
Epoch 18/25... Discriminator Loss: 1.1611... Generator Loss: 1.2936
Epoch 18/25... Discriminator Loss: 1.2696... Generator Loss: 1.7893
Epoch 18/25... Discriminator Loss: 0.7171... Generator Loss: 2.4893
Epoch 18/25... Discriminator Loss: 0.8845... Generator Loss: 1.7634
Epoch 18/25... Discriminator Loss: 0.9450... Generator Loss: 2.0990
Epoch 18/25... Discriminator Loss: 1.8433... Generator Loss: 4.4002
Epoch 18/25... Discriminator Loss: 0.7218... Generator Loss: 3.4469
Epoch 18/25... Discriminator Loss: 0.5437... Generator Loss: 1.8745
Epoch 18/25... Discriminator Loss: 1.7989... Generator Loss: 2.2048
Epoch 18/25... Discriminator Loss: 0.9902... Generator Loss: 3.9592
Epoch 18/25... Discriminator Loss: 0.4725... Generator Loss: 2.7402
Epoch 18/25... Discriminator Loss: 0.6388... Generator Loss: 4.9346
Epoch 18/25... Discriminator Loss: 0.7839... Generator Loss: 1.9102
Epoch 18/25... Discriminator Loss: 0.8752... Generator Loss: 1.3472
Epoch 18/25... Discriminator Loss: 0.3467... Generator Loss: 6.6179
Epoch 18/25... Discriminator Loss: 0.3890... Generator Loss: 4.0409
Epoch 18/25... Discriminator Loss: 0.4735... Generator Loss: 3.2463
Epoch 18/25... Discriminator Loss: 0.8019... Generator Loss: 1.1653
Epoch 18/25... Discriminator Loss: 1.4019... Generator Loss: 3.0431
Epoch 18/25... Discriminator Loss: 0.5258... Generator Loss: 3.2351
Epoch 18/25... Discriminator Loss: 0.5279... Generator Loss: 3.0273
Epoch 18/25... Discriminator Loss: 0.3554... Generator Loss: 3.8637
Epoch 18/25... Discriminator Loss: 0.3692... Generator Loss: 3.1813
Epoch 18/25... Discriminator Loss: 1.3158... Generator Loss: 2.6955
Epoch 18/25... Discriminator Loss: 0.4005... Generator Loss: 3.7810
Epoch 18/25... Discriminator Loss: 0.3421... Generator Loss: 7.5424
Epoch 18/25... Discriminator Loss: 0.5025... Generator Loss: 3.2991
Epoch 18/25... Discriminator Loss: 0.5891... Generator Loss: 2.2519
Epoch 18/25... Discriminator Loss: 0.7514... Generator Loss: 3.3340
Epoch 18/25... Discriminator Loss: 0.3828... Generator Loss: 6.0845
Epoch 18/25... Discriminator Loss: 0.5451... Generator Loss: 3.6532
Epoch 18/25... Discriminator Loss: 0.7007... Generator Loss: 3.1111
Epoch 18/25... Discriminator Loss: 0.6502... Generator Loss: 1.6611
Epoch 18/25... Discriminator Loss: 0.9125... Generator Loss: 1.2611
Epoch 18/25... Discriminator Loss: 1.6305... Generator Loss: 3.8893
Epoch 18/25... Discriminator Loss: 0.3773... Generator Loss: 5.0455
Epoch 18/25... Discriminator Loss: 0.6056... Generator Loss: 2.5471
Epoch 18/25... Discriminator Loss: 0.3589... Generator Loss: 6.4045
Epoch 19/25... Discriminator Loss: 0.3363... Generator Loss: 11.1527
Epoch 19/25... Discriminator Loss: 0.7553... Generator Loss: 3.3952
Epoch 19/25... Discriminator Loss: 0.3658... Generator Loss: 3.8030
Epoch 19/25... Discriminator Loss: 0.5564... Generator Loss: 2.3878
Epoch 19/25... Discriminator Loss: 0.4821... Generator Loss: 2.9423
Epoch 19/25... Discriminator Loss: 0.3526... Generator Loss: 7.6857
Epoch 19/25... Discriminator Loss: 0.4706... Generator Loss: 2.6957
Epoch 19/25... Discriminator Loss: 0.3394... Generator Loss: 8.8549
Epoch 19/25... Discriminator Loss: 0.4765... Generator Loss: 3.1274
Epoch 19/25... Discriminator Loss: 0.3383... Generator Loss: 7.7554
Epoch 19/25... Discriminator Loss: 0.3736... Generator Loss: 3.4948
Epoch 19/25... Discriminator Loss: 0.3594... Generator Loss: 4.9339
Epoch 19/25... Discriminator Loss: 0.7943... Generator Loss: 2.5450
Epoch 19/25... Discriminator Loss: 0.5581... Generator Loss: 2.1415
Epoch 19/25... Discriminator Loss: 0.3447... Generator Loss: 5.6945
Epoch 19/25... Discriminator Loss: 0.7647... Generator Loss: 2.8574
Epoch 19/25... Discriminator Loss: 0.3385... Generator Loss: 6.7927
Epoch 19/25... Discriminator Loss: 0.3920... Generator Loss: 4.6744
Epoch 19/25... Discriminator Loss: 0.6836... Generator Loss: 5.6994
Epoch 19/25... Discriminator Loss: 0.6680... Generator Loss: 1.7437
Epoch 19/25... Discriminator Loss: 0.9659... Generator Loss: 1.7139
Epoch 19/25... Discriminator Loss: 1.9848... Generator Loss: 2.8390
Epoch 19/25... Discriminator Loss: 0.9212... Generator Loss: 2.2469
Epoch 19/25... Discriminator Loss: 0.8131... Generator Loss: 2.9283
Epoch 19/25... Discriminator Loss: 0.3650... Generator Loss: 3.5742
Epoch 19/25... Discriminator Loss: 1.2208... Generator Loss: 7.1678
Epoch 19/25... Discriminator Loss: 0.5554... Generator Loss: 2.7474
Epoch 19/25... Discriminator Loss: 0.9264... Generator Loss: 4.7867
Epoch 19/25... Discriminator Loss: 1.0918... Generator Loss: 4.8548
Epoch 19/25... Discriminator Loss: 0.7982... Generator Loss: 2.5719
Epoch 19/25... Discriminator Loss: 0.4413... Generator Loss: 4.7320
Epoch 19/25... Discriminator Loss: 0.5596... Generator Loss: 3.7566
Epoch 19/25... Discriminator Loss: 0.4584... Generator Loss: 3.2676
Epoch 19/25... Discriminator Loss: 0.3489... Generator Loss: 7.5565
Epoch 19/25... Discriminator Loss: 0.5609... Generator Loss: 3.1103
Epoch 19/25... Discriminator Loss: 0.3554... Generator Loss: 10.8714
Epoch 19/25... Discriminator Loss: 0.3525... Generator Loss: 4.7718
Epoch 19/25... Discriminator Loss: 0.4241... Generator Loss: 3.4884
Epoch 19/25... Discriminator Loss: 0.9235... Generator Loss: 3.5913
Epoch 19/25... Discriminator Loss: 0.3418... Generator Loss: 7.0312
Epoch 19/25... Discriminator Loss: 2.4675... Generator Loss: 3.1481
Epoch 19/25... Discriminator Loss: 0.5093... Generator Loss: 3.4298
Epoch 19/25... Discriminator Loss: 0.4974... Generator Loss: 3.8908
Epoch 19/25... Discriminator Loss: 0.3597... Generator Loss: 3.8564
Epoch 19/25... Discriminator Loss: 0.4879... Generator Loss: 2.0615
Epoch 19/25... Discriminator Loss: 0.9585... Generator Loss: 1.9201
Epoch 19/25... Discriminator Loss: 1.0741... Generator Loss: 1.4375
Epoch 19/25... Discriminator Loss: 1.0008... Generator Loss: 2.0492
Epoch 19/25... Discriminator Loss: 1.4202... Generator Loss: 2.8900
Epoch 19/25... Discriminator Loss: 0.4333... Generator Loss: 5.7559
Epoch 19/25... Discriminator Loss: 0.3438... Generator Loss: 6.5793
Epoch 19/25... Discriminator Loss: 1.0140... Generator Loss: 1.3595
Epoch 19/25... Discriminator Loss: 1.1904... Generator Loss: 1.4165
Epoch 19/25... Discriminator Loss: 0.6916... Generator Loss: 1.9265
Epoch 19/25... Discriminator Loss: 1.1564... Generator Loss: 1.3256
Epoch 19/25... Discriminator Loss: 0.3747... Generator Loss: 4.5832
Epoch 19/25... Discriminator Loss: 0.4450... Generator Loss: 2.9888
Epoch 19/25... Discriminator Loss: 1.6560... Generator Loss: 1.4414
Epoch 19/25... Discriminator Loss: 0.5972... Generator Loss: 3.2455
Epoch 19/25... Discriminator Loss: 0.3626... Generator Loss: 3.8274
Epoch 19/25... Discriminator Loss: 0.4503... Generator Loss: 2.9111
Epoch 19/25... Discriminator Loss: 0.4227... Generator Loss: 3.2717
Epoch 19/25... Discriminator Loss: 0.7133... Generator Loss: 3.5593
Epoch 19/25... Discriminator Loss: 0.6098... Generator Loss: 3.5858
Epoch 19/25... Discriminator Loss: 0.3937... Generator Loss: 6.6220
Epoch 19/25... Discriminator Loss: 0.4376... Generator Loss: 2.8183
Epoch 19/25... Discriminator Loss: 0.5913... Generator Loss: 2.5972
Epoch 19/25... Discriminator Loss: 1.9740... Generator Loss: 5.1206
Epoch 19/25... Discriminator Loss: 0.3490... Generator Loss: 4.9833
Epoch 19/25... Discriminator Loss: 0.5039... Generator Loss: 3.0774
Epoch 19/25... Discriminator Loss: 1.7660... Generator Loss: 4.8900
Epoch 19/25... Discriminator Loss: 0.3470... Generator Loss: 5.1871
Epoch 19/25... Discriminator Loss: 0.4316... Generator Loss: 3.0521
Epoch 19/25... Discriminator Loss: 0.9111... Generator Loss: 0.7001
Epoch 19/25... Discriminator Loss: 0.4148... Generator Loss: 6.3750
Epoch 19/25... Discriminator Loss: 1.0005... Generator Loss: 2.1347
Epoch 19/25... Discriminator Loss: 0.6375... Generator Loss: 3.2760
Epoch 19/25... Discriminator Loss: 0.6200... Generator Loss: 1.5039
Epoch 19/25... Discriminator Loss: 0.4061... Generator Loss: 3.0556
Epoch 19/25... Discriminator Loss: 0.3441... Generator Loss: 5.2865
Epoch 19/25... Discriminator Loss: 1.1671... Generator Loss: 3.9999
Epoch 19/25... Discriminator Loss: 0.8946... Generator Loss: 3.7638
Epoch 19/25... Discriminator Loss: 0.6089... Generator Loss: 1.5611
Epoch 19/25... Discriminator Loss: 0.3421... Generator Loss: 6.4851
Epoch 19/25... Discriminator Loss: 0.5125... Generator Loss: 3.1729
Epoch 19/25... Discriminator Loss: 0.4086... Generator Loss: 3.8059
Epoch 19/25... Discriminator Loss: 0.6760... Generator Loss: 2.6780
Epoch 19/25... Discriminator Loss: 2.6542... Generator Loss: 0.6943
Epoch 19/25... Discriminator Loss: 0.6265... Generator Loss: 2.5667
Epoch 19/25... Discriminator Loss: 0.6827... Generator Loss: 5.0818
Epoch 19/25... Discriminator Loss: 0.3774... Generator Loss: 3.4004
Epoch 19/25... Discriminator Loss: 0.5380... Generator Loss: 3.6051
Epoch 19/25... Discriminator Loss: 0.8549... Generator Loss: 2.8877
Epoch 19/25... Discriminator Loss: 0.7862... Generator Loss: 2.5931
Epoch 19/25... Discriminator Loss: 0.4088... Generator Loss: 7.4148
Epoch 19/25... Discriminator Loss: 0.4505... Generator Loss: 2.6680
Epoch 19/25... Discriminator Loss: 0.3739... Generator Loss: 5.2484
Epoch 19/25... Discriminator Loss: 0.7107... Generator Loss: 3.5035
Epoch 19/25... Discriminator Loss: 0.3739... Generator Loss: 5.6137
Epoch 19/25... Discriminator Loss: 0.9516... Generator Loss: 1.1963
Epoch 19/25... Discriminator Loss: 0.9443... Generator Loss: 1.6845
Epoch 19/25... Discriminator Loss: 1.0098... Generator Loss: 2.1004
Epoch 19/25... Discriminator Loss: 1.1061... Generator Loss: 1.5553
Epoch 19/25... Discriminator Loss: 0.6639... Generator Loss: 2.5395
Epoch 19/25... Discriminator Loss: 0.5107... Generator Loss: 2.7757
Epoch 19/25... Discriminator Loss: 0.3492... Generator Loss: 4.9741
Epoch 19/25... Discriminator Loss: 1.2442... Generator Loss: 1.7151
Epoch 19/25... Discriminator Loss: 0.7110... Generator Loss: 2.6504
Epoch 19/25... Discriminator Loss: 0.4553... Generator Loss: 2.9496
Epoch 19/25... Discriminator Loss: 1.0753... Generator Loss: 4.6586
Epoch 19/25... Discriminator Loss: 0.5894... Generator Loss: 3.3493
Epoch 19/25... Discriminator Loss: 0.7330... Generator Loss: 4.7698
Epoch 19/25... Discriminator Loss: 0.7401... Generator Loss: 1.6415
Epoch 19/25... Discriminator Loss: 0.8918... Generator Loss: 2.7099
Epoch 19/25... Discriminator Loss: 0.7798... Generator Loss: 1.6273
Epoch 19/25... Discriminator Loss: 0.8207... Generator Loss: 4.4393
Epoch 19/25... Discriminator Loss: 0.3903... Generator Loss: 4.4048
Epoch 19/25... Discriminator Loss: 0.6110... Generator Loss: 5.9127
Epoch 19/25... Discriminator Loss: 0.3427... Generator Loss: 5.7657
Epoch 19/25... Discriminator Loss: 0.3966... Generator Loss: 3.2356
Epoch 19/25... Discriminator Loss: 1.1739... Generator Loss: 1.5122
Epoch 19/25... Discriminator Loss: 0.9446... Generator Loss: 1.6544
Epoch 19/25... Discriminator Loss: 0.9876... Generator Loss: 1.5375
Epoch 19/25... Discriminator Loss: 2.2119... Generator Loss: 4.7121
Epoch 19/25... Discriminator Loss: 1.2166... Generator Loss: 1.5252
Epoch 19/25... Discriminator Loss: 1.4519... Generator Loss: 1.3173
Epoch 19/25... Discriminator Loss: 0.9937... Generator Loss: 1.5166
Epoch 19/25... Discriminator Loss: 1.7324... Generator Loss: 1.5452
Epoch 19/25... Discriminator Loss: 1.0448... Generator Loss: 1.5505
Epoch 19/25... Discriminator Loss: 1.0589... Generator Loss: 1.6262
Epoch 19/25... Discriminator Loss: 0.6951... Generator Loss: 4.0074
Epoch 19/25... Discriminator Loss: 0.3502... Generator Loss: 8.1929
Epoch 19/25... Discriminator Loss: 0.4704... Generator Loss: 3.5101
Epoch 19/25... Discriminator Loss: 0.4778... Generator Loss: 3.4541
Epoch 19/25... Discriminator Loss: 1.4231... Generator Loss: 5.6576
Epoch 19/25... Discriminator Loss: 0.7372... Generator Loss: 4.3635
Epoch 19/25... Discriminator Loss: 0.5308... Generator Loss: 2.5298
Epoch 19/25... Discriminator Loss: 0.3564... Generator Loss: 5.7120
Epoch 19/25... Discriminator Loss: 1.2524... Generator Loss: 0.7940
Epoch 19/25... Discriminator Loss: 0.6522... Generator Loss: 1.7566
Epoch 19/25... Discriminator Loss: 0.9721... Generator Loss: 1.6830
Epoch 19/25... Discriminator Loss: 0.5077... Generator Loss: 4.2245
Epoch 19/25... Discriminator Loss: 1.7216... Generator Loss: 2.1503
Epoch 19/25... Discriminator Loss: 0.4945... Generator Loss: 2.7656
Epoch 19/25... Discriminator Loss: 0.3487... Generator Loss: 4.3267
Epoch 19/25... Discriminator Loss: 0.3532... Generator Loss: 4.3573
Epoch 19/25... Discriminator Loss: 0.3842... Generator Loss: 3.4278
Epoch 19/25... Discriminator Loss: 0.6248... Generator Loss: 3.9642
Epoch 19/25... Discriminator Loss: 1.6046... Generator Loss: 2.0369
Epoch 19/25... Discriminator Loss: 0.3409... Generator Loss: 7.5835
Epoch 19/25... Discriminator Loss: 0.3658... Generator Loss: 4.0060
Epoch 19/25... Discriminator Loss: 0.7354... Generator Loss: 7.2993
Epoch 19/25... Discriminator Loss: 0.4527... Generator Loss: 3.8936
Epoch 19/25... Discriminator Loss: 0.4242... Generator Loss: 3.6368
Epoch 19/25... Discriminator Loss: 0.9223... Generator Loss: 3.8101
Epoch 19/25... Discriminator Loss: 0.3764... Generator Loss: 4.2366
Epoch 19/25... Discriminator Loss: 0.5555... Generator Loss: 2.9186
Epoch 19/25... Discriminator Loss: 1.4380... Generator Loss: 11.7603
Epoch 19/25... Discriminator Loss: 0.5285... Generator Loss: 2.6325
Epoch 20/25... Discriminator Loss: 1.9896... Generator Loss: 2.6499
Epoch 20/25... Discriminator Loss: 0.9963... Generator Loss: 3.7751
Epoch 20/25... Discriminator Loss: 0.8635... Generator Loss: 1.8082
Epoch 20/25... Discriminator Loss: 0.3634... Generator Loss: 4.9650
Epoch 20/25... Discriminator Loss: 0.8767... Generator Loss: 3.9070
Epoch 20/25... Discriminator Loss: 0.5162... Generator Loss: 2.6770
Epoch 20/25... Discriminator Loss: 0.3663... Generator Loss: 3.9219
Epoch 20/25... Discriminator Loss: 1.2816... Generator Loss: 1.4989
Epoch 20/25... Discriminator Loss: 0.8446... Generator Loss: 1.8706
Epoch 20/25... Discriminator Loss: 1.7969... Generator Loss: 2.4721
Epoch 20/25... Discriminator Loss: 0.4510... Generator Loss: 2.9717
Epoch 20/25... Discriminator Loss: 1.1583... Generator Loss: 0.7243
Epoch 20/25... Discriminator Loss: 0.3851... Generator Loss: 3.7268
Epoch 20/25... Discriminator Loss: 0.3659... Generator Loss: 3.3529
Epoch 20/25... Discriminator Loss: 1.1964... Generator Loss: 7.5837
Epoch 20/25... Discriminator Loss: 0.4479... Generator Loss: 2.8674
Epoch 20/25... Discriminator Loss: 0.3439... Generator Loss: 5.5622
Epoch 20/25... Discriminator Loss: 0.4136... Generator Loss: 6.2814
Epoch 20/25... Discriminator Loss: 0.4486... Generator Loss: 2.5818
Epoch 20/25... Discriminator Loss: 0.4216... Generator Loss: 4.6254
Epoch 20/25... Discriminator Loss: 1.3782... Generator Loss: 1.7890
Epoch 20/25... Discriminator Loss: 0.8655... Generator Loss: 1.8579
Epoch 20/25... Discriminator Loss: 0.8024... Generator Loss: 2.2942
Epoch 20/25... Discriminator Loss: 0.9488... Generator Loss: 2.1480
Epoch 20/25... Discriminator Loss: 0.7751... Generator Loss: 1.9142
Epoch 20/25... Discriminator Loss: 0.4225... Generator Loss: 3.4061
Epoch 20/25... Discriminator Loss: 0.6396... Generator Loss: 1.0345
Epoch 20/25... Discriminator Loss: 0.4259... Generator Loss: 2.8493
Epoch 20/25... Discriminator Loss: 0.5127... Generator Loss: 3.3519
Epoch 20/25... Discriminator Loss: 0.3831... Generator Loss: 3.3077
Epoch 20/25... Discriminator Loss: 0.3486... Generator Loss: 10.6048
Epoch 20/25... Discriminator Loss: 0.4956... Generator Loss: 3.3555
Epoch 20/25... Discriminator Loss: 0.7666... Generator Loss: 2.9775
Epoch 20/25... Discriminator Loss: 1.3076... Generator Loss: 4.1929
Epoch 20/25... Discriminator Loss: 1.4598... Generator Loss: 1.4956
Epoch 20/25... Discriminator Loss: 0.4258... Generator Loss: 3.9759
Epoch 20/25... Discriminator Loss: 0.4149... Generator Loss: 3.2459
Epoch 20/25... Discriminator Loss: 0.3753... Generator Loss: 3.4868
Epoch 20/25... Discriminator Loss: 0.3533... Generator Loss: 3.4501
Epoch 20/25... Discriminator Loss: 0.3387... Generator Loss: 9.1905
Epoch 20/25... Discriminator Loss: 0.5272... Generator Loss: 6.3663
Epoch 20/25... Discriminator Loss: 0.3506... Generator Loss: 6.6824
Epoch 20/25... Discriminator Loss: 0.4174... Generator Loss: 2.9610
Epoch 20/25... Discriminator Loss: 0.3515... Generator Loss: 4.4794
Epoch 20/25... Discriminator Loss: 0.4016... Generator Loss: 3.4622
Epoch 20/25... Discriminator Loss: 0.7919... Generator Loss: 2.3594
Epoch 20/25... Discriminator Loss: 1.0559... Generator Loss: 1.3139
Epoch 20/25... Discriminator Loss: 0.6186... Generator Loss: 2.6441
Epoch 20/25... Discriminator Loss: 0.8003... Generator Loss: 2.4436
Epoch 20/25... Discriminator Loss: 0.3563... Generator Loss: 5.2776
Epoch 20/25... Discriminator Loss: 0.7281... Generator Loss: 2.3899
Epoch 20/25... Discriminator Loss: 0.4470... Generator Loss: 4.1427
Epoch 20/25... Discriminator Loss: 0.3591... Generator Loss: 4.5926
Epoch 20/25... Discriminator Loss: 0.5993... Generator Loss: 2.1233
Epoch 20/25... Discriminator Loss: 0.4838... Generator Loss: 2.7187
Epoch 20/25... Discriminator Loss: 0.3517... Generator Loss: 7.9359
Epoch 20/25... Discriminator Loss: 1.4838... Generator Loss: 4.6463
Epoch 20/25... Discriminator Loss: 0.3726... Generator Loss: 2.7887
Epoch 20/25... Discriminator Loss: 1.1923... Generator Loss: 4.2799
Epoch 20/25... Discriminator Loss: 0.3587... Generator Loss: 4.0341
Epoch 20/25... Discriminator Loss: 0.3460... Generator Loss: 7.5643
Epoch 20/25... Discriminator Loss: 0.3507... Generator Loss: 9.6716
Epoch 20/25... Discriminator Loss: 0.5927... Generator Loss: 3.1855
Epoch 20/25... Discriminator Loss: 0.3863... Generator Loss: 2.3891
Epoch 20/25... Discriminator Loss: 0.8809... Generator Loss: 3.3804
Epoch 20/25... Discriminator Loss: 0.4798... Generator Loss: 2.7410
Epoch 20/25... Discriminator Loss: 0.3834... Generator Loss: 6.7703
Epoch 20/25... Discriminator Loss: 1.1364... Generator Loss: 0.9311
Epoch 20/25... Discriminator Loss: 0.5205... Generator Loss: 5.9932
Epoch 20/25... Discriminator Loss: 0.7550... Generator Loss: 1.2609
Epoch 20/25... Discriminator Loss: 1.4537... Generator Loss: 3.4120
Epoch 20/25... Discriminator Loss: 0.4796... Generator Loss: 4.3233
Epoch 20/25... Discriminator Loss: 0.9313... Generator Loss: 3.7037
Epoch 20/25... Discriminator Loss: 0.3773... Generator Loss: 3.1777
Epoch 20/25... Discriminator Loss: 1.0319... Generator Loss: 3.2466
Epoch 20/25... Discriminator Loss: 0.5272... Generator Loss: 2.5957
Epoch 20/25... Discriminator Loss: 0.5258... Generator Loss: 6.4107
Epoch 20/25... Discriminator Loss: 0.3485... Generator Loss: 9.8449
Epoch 20/25... Discriminator Loss: 0.6764... Generator Loss: 3.2920
Epoch 20/25... Discriminator Loss: 0.3727... Generator Loss: 3.6152
Epoch 20/25... Discriminator Loss: 0.7843... Generator Loss: 2.3724
Epoch 20/25... Discriminator Loss: 0.3418... Generator Loss: 6.5272
Epoch 20/25... Discriminator Loss: 0.8605... Generator Loss: 2.3496
Epoch 20/25... Discriminator Loss: 0.3719... Generator Loss: 5.5884
Epoch 20/25... Discriminator Loss: 0.3807... Generator Loss: 9.2884
Epoch 20/25... Discriminator Loss: 1.2564... Generator Loss: 3.7416
Epoch 20/25... Discriminator Loss: 1.2583... Generator Loss: 3.9766
Epoch 20/25... Discriminator Loss: 0.8773... Generator Loss: 2.0517
Epoch 20/25... Discriminator Loss: 0.5510... Generator Loss: 3.3596
Epoch 20/25... Discriminator Loss: 0.5508... Generator Loss: 2.2733
Epoch 20/25... Discriminator Loss: 0.7001... Generator Loss: 2.8602
Epoch 20/25... Discriminator Loss: 3.5463... Generator Loss: 2.2379
Epoch 20/25... Discriminator Loss: 1.1377... Generator Loss: 1.6559
Epoch 20/25... Discriminator Loss: 0.3613... Generator Loss: 4.6667
Epoch 20/25... Discriminator Loss: 0.7066... Generator Loss: 2.5264
Epoch 20/25... Discriminator Loss: 0.4683... Generator Loss: 3.0854
Epoch 20/25... Discriminator Loss: 0.6703... Generator Loss: 2.1098
Epoch 20/25... Discriminator Loss: 0.8430... Generator Loss: 1.7255
Epoch 20/25... Discriminator Loss: 0.3534... Generator Loss: 4.4443
Epoch 20/25... Discriminator Loss: 0.8154... Generator Loss: 3.5120
Epoch 20/25... Discriminator Loss: 1.0048... Generator Loss: 1.8830
Epoch 20/25... Discriminator Loss: 1.1811... Generator Loss: 1.1626
Epoch 20/25... Discriminator Loss: 1.1875... Generator Loss: 1.3397
Epoch 20/25... Discriminator Loss: 1.0245... Generator Loss: 1.5082
Epoch 20/25... Discriminator Loss: 0.3481... Generator Loss: 6.1060
Epoch 20/25... Discriminator Loss: 0.6112... Generator Loss: 2.7235
Epoch 20/25... Discriminator Loss: 0.3674... Generator Loss: 5.2916
Epoch 20/25... Discriminator Loss: 0.5464... Generator Loss: 2.2674
Epoch 20/25... Discriminator Loss: 0.3465... Generator Loss: 7.3760
Epoch 20/25... Discriminator Loss: 0.4150... Generator Loss: 3.8692
Epoch 20/25... Discriminator Loss: 0.5946... Generator Loss: 5.2369
Epoch 20/25... Discriminator Loss: 0.4257... Generator Loss: 6.5033
Epoch 20/25... Discriminator Loss: 0.3809... Generator Loss: 4.1370
Epoch 20/25... Discriminator Loss: 0.3983... Generator Loss: 6.9712
Epoch 20/25... Discriminator Loss: 0.3669... Generator Loss: 3.9411
Epoch 20/25... Discriminator Loss: 1.4381... Generator Loss: 2.7229
Epoch 20/25... Discriminator Loss: 0.7363... Generator Loss: 1.9932
Epoch 20/25... Discriminator Loss: 0.3773... Generator Loss: 3.5210
Epoch 20/25... Discriminator Loss: 0.4291... Generator Loss: 1.9765
Epoch 20/25... Discriminator Loss: 0.3581... Generator Loss: 7.7489
Epoch 20/25... Discriminator Loss: 0.3455... Generator Loss: 5.6463
Epoch 20/25... Discriminator Loss: 1.0025... Generator Loss: 4.5304
Epoch 20/25... Discriminator Loss: 0.3522... Generator Loss: 3.6964
Epoch 20/25... Discriminator Loss: 0.5847... Generator Loss: 2.7156
Epoch 20/25... Discriminator Loss: 0.4123... Generator Loss: 3.2725
Epoch 20/25... Discriminator Loss: 0.3534... Generator Loss: 4.3503
Epoch 20/25... Discriminator Loss: 0.3906... Generator Loss: 3.3604
Epoch 20/25... Discriminator Loss: 0.6507... Generator Loss: 2.3121
Epoch 20/25... Discriminator Loss: 0.7604... Generator Loss: 1.2160
Epoch 20/25... Discriminator Loss: 0.8540... Generator Loss: 2.4176
Epoch 20/25... Discriminator Loss: 0.4568... Generator Loss: 3.0211
Epoch 20/25... Discriminator Loss: 0.8751... Generator Loss: 2.5225
Epoch 20/25... Discriminator Loss: 0.4464... Generator Loss: 3.1912
Epoch 20/25... Discriminator Loss: 0.8503... Generator Loss: 2.2798
Epoch 20/25... Discriminator Loss: 0.5033... Generator Loss: 2.9460
Epoch 20/25... Discriminator Loss: 0.4301... Generator Loss: 2.7017
Epoch 20/25... Discriminator Loss: 0.3448... Generator Loss: 7.3225
Epoch 20/25... Discriminator Loss: 0.3602... Generator Loss: 5.4198
Epoch 20/25... Discriminator Loss: 0.6272... Generator Loss: 3.2840
Epoch 20/25... Discriminator Loss: 0.6383... Generator Loss: 3.7671
Epoch 20/25... Discriminator Loss: 1.0773... Generator Loss: 1.5968
Epoch 20/25... Discriminator Loss: 0.9198... Generator Loss: 2.1919
Epoch 20/25... Discriminator Loss: 1.2922... Generator Loss: 1.1559
Epoch 20/25... Discriminator Loss: 1.1592... Generator Loss: 1.3033
Epoch 20/25... Discriminator Loss: 1.0983... Generator Loss: 1.5220
Epoch 20/25... Discriminator Loss: 1.1197... Generator Loss: 1.5300
Epoch 20/25... Discriminator Loss: 0.3490... Generator Loss: 8.7254
Epoch 20/25... Discriminator Loss: 0.4691... Generator Loss: 2.4461
Epoch 20/25... Discriminator Loss: 0.3867... Generator Loss: 4.7878
Epoch 20/25... Discriminator Loss: 0.3697... Generator Loss: 3.9110
Epoch 20/25... Discriminator Loss: 0.8571... Generator Loss: 2.7695
Epoch 20/25... Discriminator Loss: 0.5865... Generator Loss: 1.8733
Epoch 20/25... Discriminator Loss: 0.3529... Generator Loss: 9.3960
Epoch 20/25... Discriminator Loss: 0.4733... Generator Loss: 3.7738
Epoch 20/25... Discriminator Loss: 0.4863... Generator Loss: 2.8090
Epoch 20/25... Discriminator Loss: 0.5030... Generator Loss: 2.8183
Epoch 20/25... Discriminator Loss: 0.5053... Generator Loss: 6.9084
Epoch 20/25... Discriminator Loss: 0.4623... Generator Loss: 2.5489
Epoch 20/25... Discriminator Loss: 0.9067... Generator Loss: 2.5226
Epoch 21/25... Discriminator Loss: 0.8559... Generator Loss: 2.4125
Epoch 21/25... Discriminator Loss: 1.0519... Generator Loss: 2.0516
Epoch 21/25... Discriminator Loss: 1.6419... Generator Loss: 1.8662
Epoch 21/25... Discriminator Loss: 0.9729... Generator Loss: 1.8409
Epoch 21/25... Discriminator Loss: 0.7006... Generator Loss: 2.6277
Epoch 21/25... Discriminator Loss: 3.7857... Generator Loss: 2.1972
Epoch 21/25... Discriminator Loss: 1.2658... Generator Loss: 1.9728
Epoch 21/25... Discriminator Loss: 1.1070... Generator Loss: 1.2216
Epoch 21/25... Discriminator Loss: 0.6190... Generator Loss: 2.5874
Epoch 21/25... Discriminator Loss: 0.4149... Generator Loss: 3.3284
Epoch 21/25... Discriminator Loss: 0.4094... Generator Loss: 4.0885
Epoch 21/25... Discriminator Loss: 0.7649... Generator Loss: 2.2329
Epoch 21/25... Discriminator Loss: 0.3481... Generator Loss: 5.4570
Epoch 21/25... Discriminator Loss: 0.3434... Generator Loss: 5.6344
Epoch 21/25... Discriminator Loss: 0.3452... Generator Loss: 7.7195
Epoch 21/25... Discriminator Loss: 0.3668... Generator Loss: 5.0157
Epoch 21/25... Discriminator Loss: 0.3729... Generator Loss: 3.5731
Epoch 21/25... Discriminator Loss: 0.9096... Generator Loss: 9.6398
Epoch 21/25... Discriminator Loss: 0.3715... Generator Loss: 3.8264
Epoch 21/25... Discriminator Loss: 0.5215... Generator Loss: 5.3526
Epoch 21/25... Discriminator Loss: 0.5412... Generator Loss: 2.0840
Epoch 21/25... Discriminator Loss: 0.8960... Generator Loss: 2.3887
Epoch 21/25... Discriminator Loss: 1.2436... Generator Loss: 1.9015
Epoch 21/25... Discriminator Loss: 0.7585... Generator Loss: 2.1546
Epoch 21/25... Discriminator Loss: 0.7825... Generator Loss: 4.4430
Epoch 21/25... Discriminator Loss: 0.3653... Generator Loss: 4.5501
Epoch 21/25... Discriminator Loss: 0.3416... Generator Loss: 6.4519
Epoch 21/25... Discriminator Loss: 0.3405... Generator Loss: 11.2438
Epoch 21/25... Discriminator Loss: 0.3798... Generator Loss: 4.2785
Epoch 21/25... Discriminator Loss: 0.7107... Generator Loss: 2.8496
Epoch 21/25... Discriminator Loss: 0.4920... Generator Loss: 2.1831
Epoch 21/25... Discriminator Loss: 0.3409... Generator Loss: 7.9852
Epoch 21/25... Discriminator Loss: 0.4294... Generator Loss: 5.5241
Epoch 21/25... Discriminator Loss: 1.2339... Generator Loss: 3.7208
Epoch 21/25... Discriminator Loss: 0.6316... Generator Loss: 3.2215
Epoch 21/25... Discriminator Loss: 3.2512... Generator Loss: 2.6449
Epoch 21/25... Discriminator Loss: 0.8880... Generator Loss: 1.5552
Epoch 21/25... Discriminator Loss: 1.1077... Generator Loss: 1.4641
Epoch 21/25... Discriminator Loss: 1.0380... Generator Loss: 1.4959
Epoch 21/25... Discriminator Loss: 0.8504... Generator Loss: 1.9570
Epoch 21/25... Discriminator Loss: 0.5580... Generator Loss: 3.9061
Epoch 21/25... Discriminator Loss: 0.6767... Generator Loss: 2.6292
Epoch 21/25... Discriminator Loss: 1.1135... Generator Loss: 1.3544
Epoch 21/25... Discriminator Loss: 1.0488... Generator Loss: 1.9430
Epoch 21/25... Discriminator Loss: 1.2616... Generator Loss: 4.2788
Epoch 21/25... Discriminator Loss: 0.4704... Generator Loss: 2.9595
Epoch 21/25... Discriminator Loss: 0.3554... Generator Loss: 4.3181
Epoch 21/25... Discriminator Loss: 0.9054... Generator Loss: 1.7893
Epoch 21/25... Discriminator Loss: 0.8914... Generator Loss: 1.8713
Epoch 21/25... Discriminator Loss: 1.0873... Generator Loss: 1.5913
Epoch 21/25... Discriminator Loss: 0.7750... Generator Loss: 2.7962
Epoch 21/25... Discriminator Loss: 0.7712... Generator Loss: 3.9207
Epoch 21/25... Discriminator Loss: 0.8998... Generator Loss: 2.8309
Epoch 21/25... Discriminator Loss: 0.4166... Generator Loss: 3.3972
Epoch 21/25... Discriminator Loss: 1.1474... Generator Loss: 1.9165
Epoch 21/25... Discriminator Loss: 0.6157... Generator Loss: 2.4829
Epoch 21/25... Discriminator Loss: 1.8851... Generator Loss: 1.4781
Epoch 21/25... Discriminator Loss: 0.5278... Generator Loss: 2.9800
Epoch 21/25... Discriminator Loss: 0.4517... Generator Loss: 2.6386
Epoch 21/25... Discriminator Loss: 0.7840... Generator Loss: 2.1584
Epoch 21/25... Discriminator Loss: 0.3663... Generator Loss: 8.0387
Epoch 21/25... Discriminator Loss: 0.5565... Generator Loss: 3.6597
Epoch 21/25... Discriminator Loss: 1.9223... Generator Loss: 2.8768
Epoch 21/25... Discriminator Loss: 0.7659... Generator Loss: 2.3732
Epoch 21/25... Discriminator Loss: 0.9033... Generator Loss: 3.0429
Epoch 21/25... Discriminator Loss: 0.3631... Generator Loss: 3.7943
Epoch 21/25... Discriminator Loss: 0.4272... Generator Loss: 4.3781
Epoch 21/25... Discriminator Loss: 0.3422... Generator Loss: 10.5774
Epoch 21/25... Discriminator Loss: 0.3622... Generator Loss: 9.2863
Epoch 21/25... Discriminator Loss: 0.4474... Generator Loss: 2.7290
Epoch 21/25... Discriminator Loss: 0.3442... Generator Loss: 6.5762
Epoch 21/25... Discriminator Loss: 0.7649... Generator Loss: 2.6968
Epoch 21/25... Discriminator Loss: 0.3692... Generator Loss: 3.7295
Epoch 21/25... Discriminator Loss: 0.4715... Generator Loss: 3.2526
Epoch 21/25... Discriminator Loss: 0.8262... Generator Loss: 1.8232
Epoch 21/25... Discriminator Loss: 0.3489... Generator Loss: 4.3576
Epoch 21/25... Discriminator Loss: 0.8789... Generator Loss: 2.5437
Epoch 21/25... Discriminator Loss: 1.2573... Generator Loss: 5.4799
Epoch 21/25... Discriminator Loss: 0.9608... Generator Loss: 1.9379
Epoch 21/25... Discriminator Loss: 0.9635... Generator Loss: 1.5715
Epoch 21/25... Discriminator Loss: 0.7838... Generator Loss: 2.2953
Epoch 21/25... Discriminator Loss: 0.6158... Generator Loss: 2.5766
Epoch 21/25... Discriminator Loss: 0.9801... Generator Loss: 1.5816
Epoch 21/25... Discriminator Loss: 0.4755... Generator Loss: 3.4059
Epoch 21/25... Discriminator Loss: 0.4690... Generator Loss: 3.1907
Epoch 21/25... Discriminator Loss: 0.5952... Generator Loss: 3.2092
Epoch 21/25... Discriminator Loss: 0.8645... Generator Loss: 3.0818
Epoch 21/25... Discriminator Loss: 0.6115... Generator Loss: 2.4020
Epoch 21/25... Discriminator Loss: 0.3788... Generator Loss: 3.8654
Epoch 21/25... Discriminator Loss: 1.0545... Generator Loss: 4.5691
Epoch 21/25... Discriminator Loss: 0.4054... Generator Loss: 3.8888
Epoch 21/25... Discriminator Loss: 2.0048... Generator Loss: 0.4960
Epoch 21/25... Discriminator Loss: 0.4886... Generator Loss: 2.4480
Epoch 21/25... Discriminator Loss: 1.2754... Generator Loss: 1.3767
Epoch 21/25... Discriminator Loss: 1.0328... Generator Loss: 1.4445
Epoch 21/25... Discriminator Loss: 1.1799... Generator Loss: 1.3536
Epoch 21/25... Discriminator Loss: 1.8591... Generator Loss: 2.6708
Epoch 21/25... Discriminator Loss: 1.1827... Generator Loss: 1.2835
Epoch 21/25... Discriminator Loss: 0.6968... Generator Loss: 1.6476
Epoch 21/25... Discriminator Loss: 1.1830... Generator Loss: 2.8395
Epoch 21/25... Discriminator Loss: 0.3968... Generator Loss: 4.4927
Epoch 21/25... Discriminator Loss: 0.6687... Generator Loss: 2.4878
Epoch 21/25... Discriminator Loss: 0.6507... Generator Loss: 2.4835
Epoch 21/25... Discriminator Loss: 0.6627... Generator Loss: 2.1264
Epoch 21/25... Discriminator Loss: 0.9026... Generator Loss: 1.9900
Epoch 21/25... Discriminator Loss: 1.6693... Generator Loss: 2.0300
Epoch 21/25... Discriminator Loss: 0.9298... Generator Loss: 4.3757
Epoch 21/25... Discriminator Loss: 0.6775... Generator Loss: 2.9026
Epoch 21/25... Discriminator Loss: 1.8891... Generator Loss: 6.0625
Epoch 21/25... Discriminator Loss: 0.9772... Generator Loss: 3.3152
Epoch 21/25... Discriminator Loss: 0.3711... Generator Loss: 6.5899
Epoch 21/25... Discriminator Loss: 0.4945... Generator Loss: 2.7493
Epoch 21/25... Discriminator Loss: 1.3564... Generator Loss: 5.4532
Epoch 21/25... Discriminator Loss: 0.5994... Generator Loss: 4.7453
Epoch 21/25... Discriminator Loss: 0.3441... Generator Loss: 7.3981
Epoch 21/25... Discriminator Loss: 0.3491... Generator Loss: 4.8221
Epoch 21/25... Discriminator Loss: 0.6926... Generator Loss: 2.2887
Epoch 21/25... Discriminator Loss: 1.1013... Generator Loss: 1.1137
Epoch 21/25... Discriminator Loss: 0.9809... Generator Loss: 1.6527
Epoch 21/25... Discriminator Loss: 0.7851... Generator Loss: 1.8857
Epoch 21/25... Discriminator Loss: 0.4766... Generator Loss: 2.6521
Epoch 21/25... Discriminator Loss: 0.7790... Generator Loss: 4.4087
Epoch 21/25... Discriminator Loss: 0.4828... Generator Loss: 2.4992
Epoch 21/25... Discriminator Loss: 0.4742... Generator Loss: 2.5604
Epoch 21/25... Discriminator Loss: 0.3362... Generator Loss: 9.8561
Epoch 21/25... Discriminator Loss: 0.4629... Generator Loss: 2.5463
Epoch 21/25... Discriminator Loss: 0.3658... Generator Loss: 4.3326
Epoch 21/25... Discriminator Loss: 0.4251... Generator Loss: 2.8184
Epoch 21/25... Discriminator Loss: 0.8651... Generator Loss: 1.3679
Epoch 21/25... Discriminator Loss: 0.4853... Generator Loss: 3.7826
Epoch 21/25... Discriminator Loss: 0.9472... Generator Loss: 4.8461
Epoch 21/25... Discriminator Loss: 0.9163... Generator Loss: 1.4542
Epoch 21/25... Discriminator Loss: 0.3401... Generator Loss: 8.5134
Epoch 21/25... Discriminator Loss: 0.5203... Generator Loss: 2.3810
Epoch 21/25... Discriminator Loss: 0.4040... Generator Loss: 4.0897
Epoch 21/25... Discriminator Loss: 0.3644... Generator Loss: 9.1335
Epoch 21/25... Discriminator Loss: 0.4801... Generator Loss: 2.5486
Epoch 21/25... Discriminator Loss: 0.3515... Generator Loss: 4.2454
Epoch 21/25... Discriminator Loss: 0.3506... Generator Loss: 5.1243
Epoch 21/25... Discriminator Loss: 0.3432... Generator Loss: 9.9815
Epoch 21/25... Discriminator Loss: 0.4543... Generator Loss: 3.4786
Epoch 21/25... Discriminator Loss: 0.3641... Generator Loss: 8.0802
Epoch 21/25... Discriminator Loss: 0.4208... Generator Loss: 3.0709
Epoch 21/25... Discriminator Loss: 0.3826... Generator Loss: 3.4459
Epoch 21/25... Discriminator Loss: 0.4431... Generator Loss: 3.7314
Epoch 21/25... Discriminator Loss: 0.9217... Generator Loss: 4.8049
Epoch 21/25... Discriminator Loss: 1.8529... Generator Loss: 9.5698
Epoch 21/25... Discriminator Loss: 0.5973... Generator Loss: 3.5393
Epoch 21/25... Discriminator Loss: 0.8378... Generator Loss: 1.6468
Epoch 21/25... Discriminator Loss: 0.9067... Generator Loss: 2.1461
Epoch 21/25... Discriminator Loss: 0.3701... Generator Loss: 5.1182
Epoch 21/25... Discriminator Loss: 1.0377... Generator Loss: 1.8553
Epoch 21/25... Discriminator Loss: 1.1586... Generator Loss: 1.7503
Epoch 21/25... Discriminator Loss: 0.9721... Generator Loss: 1.8649
Epoch 21/25... Discriminator Loss: 1.2116... Generator Loss: 3.5108
Epoch 21/25... Discriminator Loss: 2.6287... Generator Loss: 3.4847
Epoch 21/25... Discriminator Loss: 0.8299... Generator Loss: 1.8811
Epoch 21/25... Discriminator Loss: 0.9241... Generator Loss: 1.8409
Epoch 21/25... Discriminator Loss: 0.6523... Generator Loss: 1.7048
Epoch 22/25... Discriminator Loss: 1.0892... Generator Loss: 2.4017
Epoch 22/25... Discriminator Loss: 1.9114... Generator Loss: 4.4177
Epoch 22/25... Discriminator Loss: 0.9306... Generator Loss: 3.6527
Epoch 22/25... Discriminator Loss: 0.4207... Generator Loss: 2.7909
Epoch 22/25... Discriminator Loss: 0.7933... Generator Loss: 1.8958
Epoch 22/25... Discriminator Loss: 1.8858... Generator Loss: 2.9599
Epoch 22/25... Discriminator Loss: 0.4395... Generator Loss: 3.9191
Epoch 22/25... Discriminator Loss: 1.3488... Generator Loss: 1.6262
Epoch 22/25... Discriminator Loss: 0.4784... Generator Loss: 2.3790
Epoch 22/25... Discriminator Loss: 1.0115... Generator Loss: 2.5798
Epoch 22/25... Discriminator Loss: 0.3439... Generator Loss: 5.3382
Epoch 22/25... Discriminator Loss: 1.2247... Generator Loss: 3.0626
Epoch 22/25... Discriminator Loss: 0.4112... Generator Loss: 3.3860
Epoch 22/25... Discriminator Loss: 0.8728... Generator Loss: 1.9922
Epoch 22/25... Discriminator Loss: 0.6524... Generator Loss: 1.5501
Epoch 22/25... Discriminator Loss: 2.0294... Generator Loss: 7.4457
Epoch 22/25... Discriminator Loss: 0.3630... Generator Loss: 3.9669
Epoch 22/25... Discriminator Loss: 0.4235... Generator Loss: 3.1049
Epoch 22/25... Discriminator Loss: 0.9554... Generator Loss: 4.5919
Epoch 22/25... Discriminator Loss: 0.6695... Generator Loss: 5.0664
Epoch 22/25... Discriminator Loss: 0.4025... Generator Loss: 5.5050
Epoch 22/25... Discriminator Loss: 0.3463... Generator Loss: 5.3541
Epoch 22/25... Discriminator Loss: 0.6074... Generator Loss: 2.9517
Epoch 22/25... Discriminator Loss: 0.5969... Generator Loss: 2.0115
Epoch 22/25... Discriminator Loss: 1.0800... Generator Loss: 1.3686
Epoch 22/25... Discriminator Loss: 1.2478... Generator Loss: 1.3614
Epoch 22/25... Discriminator Loss: 0.7210... Generator Loss: 2.2268
Epoch 22/25... Discriminator Loss: 0.9923... Generator Loss: 1.3534
Epoch 22/25... Discriminator Loss: 0.5863... Generator Loss: 5.1981
Epoch 22/25... Discriminator Loss: 0.5673... Generator Loss: 3.7318
Epoch 22/25... Discriminator Loss: 0.4218... Generator Loss: 4.2156
Epoch 22/25... Discriminator Loss: 0.7581... Generator Loss: 3.4372
Epoch 22/25... Discriminator Loss: 0.3971... Generator Loss: 5.3840
Epoch 22/25... Discriminator Loss: 0.3527... Generator Loss: 7.3792
Epoch 22/25... Discriminator Loss: 0.9115... Generator Loss: 2.8459
Epoch 22/25... Discriminator Loss: 0.4066... Generator Loss: 3.0581
Epoch 22/25... Discriminator Loss: 0.3850... Generator Loss: 3.9735
Epoch 22/25... Discriminator Loss: 0.4338... Generator Loss: 2.8313
Epoch 22/25... Discriminator Loss: 0.7681... Generator Loss: 1.4078
Epoch 22/25... Discriminator Loss: 0.9504... Generator Loss: 1.4928
Epoch 22/25... Discriminator Loss: 1.2033... Generator Loss: 1.5123
Epoch 22/25... Discriminator Loss: 1.3435... Generator Loss: 1.5324
Epoch 22/25... Discriminator Loss: 1.0212... Generator Loss: 1.6943
Epoch 22/25... Discriminator Loss: 0.3672... Generator Loss: 5.8070
Epoch 22/25... Discriminator Loss: 0.4114... Generator Loss: 2.8664
Epoch 22/25... Discriminator Loss: 1.2041... Generator Loss: 0.9699
Epoch 22/25... Discriminator Loss: 0.9340... Generator Loss: 1.8243
Epoch 22/25... Discriminator Loss: 0.4118... Generator Loss: 3.4030
Epoch 22/25... Discriminator Loss: 0.3637... Generator Loss: 4.2747
Epoch 22/25... Discriminator Loss: 0.9460... Generator Loss: 1.0785
Epoch 22/25... Discriminator Loss: 0.3527... Generator Loss: 4.7979
Epoch 22/25... Discriminator Loss: 0.4983... Generator Loss: 2.5170
Epoch 22/25... Discriminator Loss: 0.5314... Generator Loss: 5.6485
Epoch 22/25... Discriminator Loss: 0.5846... Generator Loss: 4.1050
Epoch 22/25... Discriminator Loss: 0.3973... Generator Loss: 3.5414
Epoch 22/25... Discriminator Loss: 0.4432... Generator Loss: 3.1443
Epoch 22/25... Discriminator Loss: 0.8111... Generator Loss: 3.5563
Epoch 22/25... Discriminator Loss: 1.8645... Generator Loss: 2.9529
Epoch 22/25... Discriminator Loss: 0.3675... Generator Loss: 4.1753
Epoch 22/25... Discriminator Loss: 0.3537... Generator Loss: 5.0652
Epoch 22/25... Discriminator Loss: 0.3707... Generator Loss: 6.9905
Epoch 22/25... Discriminator Loss: 1.5513... Generator Loss: 0.6372
Epoch 22/25... Discriminator Loss: 0.3533... Generator Loss: 4.9808
Epoch 22/25... Discriminator Loss: 0.3508... Generator Loss: 4.1466
Epoch 22/25... Discriminator Loss: 0.4047... Generator Loss: 3.1467
Epoch 22/25... Discriminator Loss: 0.3613... Generator Loss: 4.8866
Epoch 22/25... Discriminator Loss: 2.4931... Generator Loss: 5.1260
Epoch 22/25... Discriminator Loss: 0.6188... Generator Loss: 2.1880
Epoch 22/25... Discriminator Loss: 0.7156... Generator Loss: 2.0549
Epoch 22/25... Discriminator Loss: 0.3700... Generator Loss: 3.4234
Epoch 22/25... Discriminator Loss: 0.4406... Generator Loss: 5.9139
Epoch 22/25... Discriminator Loss: 0.4804... Generator Loss: 2.6158
Epoch 22/25... Discriminator Loss: 0.3420... Generator Loss: 9.2118
Epoch 22/25... Discriminator Loss: 0.3466... Generator Loss: 4.5761
Epoch 22/25... Discriminator Loss: 1.1030... Generator Loss: 5.0876
Epoch 22/25... Discriminator Loss: 0.8861... Generator Loss: 1.7900
Epoch 22/25... Discriminator Loss: 0.9060... Generator Loss: 1.5399
Epoch 22/25... Discriminator Loss: 0.8384... Generator Loss: 1.6156
Epoch 22/25... Discriminator Loss: 1.0340... Generator Loss: 2.1484
Epoch 22/25... Discriminator Loss: 0.4992... Generator Loss: 3.0385
Epoch 22/25... Discriminator Loss: 0.6438... Generator Loss: 3.4589
Epoch 22/25... Discriminator Loss: 0.4048... Generator Loss: 4.3561
Epoch 22/25... Discriminator Loss: 0.4596... Generator Loss: 3.5836
Epoch 22/25... Discriminator Loss: 0.4896... Generator Loss: 2.9701
Epoch 22/25... Discriminator Loss: 0.5933... Generator Loss: 2.2697
Epoch 22/25... Discriminator Loss: 0.4616... Generator Loss: 3.9787
Epoch 22/25... Discriminator Loss: 0.4222... Generator Loss: 3.2072
Epoch 22/25... Discriminator Loss: 0.4371... Generator Loss: 9.4683
Epoch 22/25... Discriminator Loss: 0.3493... Generator Loss: 5.0960
Epoch 22/25... Discriminator Loss: 0.3948... Generator Loss: 2.8443
Epoch 22/25... Discriminator Loss: 0.6169... Generator Loss: 3.1345
Epoch 22/25... Discriminator Loss: 0.5401... Generator Loss: 1.9350
Epoch 22/25... Discriminator Loss: 0.4673... Generator Loss: 2.6749
Epoch 22/25... Discriminator Loss: 0.4931... Generator Loss: 6.5722
Epoch 22/25... Discriminator Loss: 0.5098... Generator Loss: 3.1355
Epoch 22/25... Discriminator Loss: 0.9826... Generator Loss: 2.2134
Epoch 22/25... Discriminator Loss: 0.5999... Generator Loss: 2.2027
Epoch 22/25... Discriminator Loss: 0.3650... Generator Loss: 11.0554
Epoch 22/25... Discriminator Loss: 0.3822... Generator Loss: 3.2789
Epoch 22/25... Discriminator Loss: 0.7914... Generator Loss: 4.5329
Epoch 22/25... Discriminator Loss: 1.1393... Generator Loss: 1.4837
Epoch 22/25... Discriminator Loss: 1.2483... Generator Loss: 1.4826
Epoch 22/25... Discriminator Loss: 1.0298... Generator Loss: 1.7555
Epoch 22/25... Discriminator Loss: 0.9181... Generator Loss: 2.1807
Epoch 22/25... Discriminator Loss: 1.1474... Generator Loss: 1.4260
Epoch 22/25... Discriminator Loss: 0.9833... Generator Loss: 1.3083
Epoch 22/25... Discriminator Loss: 0.8993... Generator Loss: 1.5769
Epoch 22/25... Discriminator Loss: 0.9905... Generator Loss: 1.4459
Epoch 22/25... Discriminator Loss: 0.3865... Generator Loss: 3.5926
Epoch 22/25... Discriminator Loss: 0.4097... Generator Loss: 5.8850
Epoch 22/25... Discriminator Loss: 1.4110... Generator Loss: 2.2376
Epoch 22/25... Discriminator Loss: 1.0048... Generator Loss: 1.5192
Epoch 22/25... Discriminator Loss: 0.4134... Generator Loss: 3.5907
Epoch 22/25... Discriminator Loss: 0.4453... Generator Loss: 2.3406
Epoch 22/25... Discriminator Loss: 1.0676... Generator Loss: 1.3296
Epoch 22/25... Discriminator Loss: 0.3966... Generator Loss: 5.4085
Epoch 22/25... Discriminator Loss: 0.4119... Generator Loss: 3.2469
Epoch 22/25... Discriminator Loss: 0.3570... Generator Loss: 3.7678
Epoch 22/25... Discriminator Loss: 0.5051... Generator Loss: 3.0621
Epoch 22/25... Discriminator Loss: 0.4082... Generator Loss: 3.3700
Epoch 22/25... Discriminator Loss: 0.4003... Generator Loss: 3.0010
Epoch 22/25... Discriminator Loss: 0.6518... Generator Loss: 3.1521
Epoch 22/25... Discriminator Loss: 0.3407... Generator Loss: 8.2030
Epoch 22/25... Discriminator Loss: 0.5129... Generator Loss: 3.0283
Epoch 22/25... Discriminator Loss: 0.8395... Generator Loss: 8.4302
Epoch 22/25... Discriminator Loss: 0.5243... Generator Loss: 3.0729
Epoch 22/25... Discriminator Loss: 0.7137... Generator Loss: 2.8376
Epoch 22/25... Discriminator Loss: 0.5435... Generator Loss: 3.1558
Epoch 22/25... Discriminator Loss: 0.9718... Generator Loss: 5.2863
Epoch 22/25... Discriminator Loss: 0.6004... Generator Loss: 1.3645
Epoch 22/25... Discriminator Loss: 1.1116... Generator Loss: 1.8257
Epoch 22/25... Discriminator Loss: 0.8878... Generator Loss: 1.8319
Epoch 22/25... Discriminator Loss: 0.7890... Generator Loss: 1.8792
Epoch 22/25... Discriminator Loss: 0.9593... Generator Loss: 1.4357
Epoch 22/25... Discriminator Loss: 0.9303... Generator Loss: 1.3296
Epoch 22/25... Discriminator Loss: 0.8794... Generator Loss: 1.7186
Epoch 22/25... Discriminator Loss: 0.9224... Generator Loss: 1.4227
Epoch 22/25... Discriminator Loss: 1.1209... Generator Loss: 1.5291
Epoch 22/25... Discriminator Loss: 0.8181... Generator Loss: 1.8932
Epoch 22/25... Discriminator Loss: 0.5695... Generator Loss: 3.0244
Epoch 22/25... Discriminator Loss: 0.8150... Generator Loss: 2.2754
Epoch 22/25... Discriminator Loss: 0.6574... Generator Loss: 2.1700
Epoch 22/25... Discriminator Loss: 0.3541... Generator Loss: 5.2581
Epoch 22/25... Discriminator Loss: 1.7313... Generator Loss: 4.9717
Epoch 22/25... Discriminator Loss: 1.0808... Generator Loss: 1.3584
Epoch 22/25... Discriminator Loss: 1.0200... Generator Loss: 1.7004
Epoch 22/25... Discriminator Loss: 1.0833... Generator Loss: 1.3099
Epoch 22/25... Discriminator Loss: 0.8244... Generator Loss: 2.5097
Epoch 22/25... Discriminator Loss: 0.4970... Generator Loss: 2.3189
Epoch 22/25... Discriminator Loss: 0.9912... Generator Loss: 8.7120
Epoch 22/25... Discriminator Loss: 0.4716... Generator Loss: 5.0862
Epoch 22/25... Discriminator Loss: 0.3685... Generator Loss: 3.9757
Epoch 22/25... Discriminator Loss: 0.5275... Generator Loss: 5.9873
Epoch 22/25... Discriminator Loss: 0.3380... Generator Loss: 6.2558
Epoch 22/25... Discriminator Loss: 0.3441... Generator Loss: 5.3462
Epoch 22/25... Discriminator Loss: 0.4887... Generator Loss: 3.0053
Epoch 22/25... Discriminator Loss: 0.4859... Generator Loss: 2.7071
Epoch 22/25... Discriminator Loss: 0.4316... Generator Loss: 4.1333
Epoch 22/25... Discriminator Loss: 0.3378... Generator Loss: 10.3515
Epoch 23/25... Discriminator Loss: 0.3426... Generator Loss: 7.5704
Epoch 23/25... Discriminator Loss: 0.3427... Generator Loss: 7.3128
Epoch 23/25... Discriminator Loss: 0.5495... Generator Loss: 2.1278
Epoch 23/25... Discriminator Loss: 0.8268... Generator Loss: 1.6541
Epoch 23/25... Discriminator Loss: 0.7384... Generator Loss: 2.4348
Epoch 23/25... Discriminator Loss: 0.4409... Generator Loss: 2.5299
Epoch 23/25... Discriminator Loss: 0.9812... Generator Loss: 1.4735
Epoch 23/25... Discriminator Loss: 0.9002... Generator Loss: 1.3368
Epoch 23/25... Discriminator Loss: 0.7689... Generator Loss: 2.5626
Epoch 23/25... Discriminator Loss: 0.3806... Generator Loss: 2.6736
Epoch 23/25... Discriminator Loss: 0.9448... Generator Loss: 2.2133
Epoch 23/25... Discriminator Loss: 0.9119... Generator Loss: 1.6976
Epoch 23/25... Discriminator Loss: 0.9486... Generator Loss: 1.6260
Epoch 23/25... Discriminator Loss: 0.4349... Generator Loss: 3.6618
Epoch 23/25... Discriminator Loss: 0.7741... Generator Loss: 4.8139
Epoch 23/25... Discriminator Loss: 1.3183... Generator Loss: 2.1740
Epoch 23/25... Discriminator Loss: 1.0306... Generator Loss: 1.5224
Epoch 23/25... Discriminator Loss: 0.9575... Generator Loss: 1.9836
Epoch 23/25... Discriminator Loss: 0.7330... Generator Loss: 2.4159
Epoch 23/25... Discriminator Loss: 1.0883... Generator Loss: 2.5598
Epoch 23/25... Discriminator Loss: 1.0376... Generator Loss: 2.0630
Epoch 23/25... Discriminator Loss: 0.4539... Generator Loss: 3.0111
Epoch 23/25... Discriminator Loss: 0.4535... Generator Loss: 2.8237
Epoch 23/25... Discriminator Loss: 0.9715... Generator Loss: 1.5514
Epoch 23/25... Discriminator Loss: 0.9398... Generator Loss: 2.2402
Epoch 23/25... Discriminator Loss: 0.8129... Generator Loss: 2.0239
Epoch 23/25... Discriminator Loss: 1.4264... Generator Loss: 1.9872
Epoch 23/25... Discriminator Loss: 0.9463... Generator Loss: 1.1521
Epoch 23/25... Discriminator Loss: 0.9340... Generator Loss: 1.5148
Epoch 23/25... Discriminator Loss: 0.9184... Generator Loss: 1.6535
Epoch 23/25... Discriminator Loss: 0.8944... Generator Loss: 1.7921
Epoch 23/25... Discriminator Loss: 1.3651... Generator Loss: 1.9203
Epoch 23/25... Discriminator Loss: 1.0112... Generator Loss: 1.5782
Epoch 23/25... Discriminator Loss: 0.6680... Generator Loss: 2.0393
Epoch 23/25... Discriminator Loss: 0.4125... Generator Loss: 3.0272
Epoch 23/25... Discriminator Loss: 0.8313... Generator Loss: 2.0285
Epoch 23/25... Discriminator Loss: 0.4925... Generator Loss: 3.2256
Epoch 23/25... Discriminator Loss: 0.3989... Generator Loss: 3.3947
Epoch 23/25... Discriminator Loss: 0.5118... Generator Loss: 3.2653
Epoch 23/25... Discriminator Loss: 0.3413... Generator Loss: 5.6297
Epoch 23/25... Discriminator Loss: 1.4220... Generator Loss: 1.6618
Epoch 23/25... Discriminator Loss: 0.9210... Generator Loss: 1.6024
Epoch 23/25... Discriminator Loss: 1.0710... Generator Loss: 2.9140
Epoch 23/25... Discriminator Loss: 0.3862... Generator Loss: 5.9189
Epoch 23/25... Discriminator Loss: 0.4385... Generator Loss: 6.2444
Epoch 23/25... Discriminator Loss: 0.7218... Generator Loss: 2.9485
Epoch 23/25... Discriminator Loss: 0.3440... Generator Loss: 7.7158
Epoch 23/25... Discriminator Loss: 0.3511... Generator Loss: 6.8576
Epoch 23/25... Discriminator Loss: 0.4219... Generator Loss: 2.9104
Epoch 23/25... Discriminator Loss: 2.1902... Generator Loss: 3.6732
Epoch 23/25... Discriminator Loss: 0.3636... Generator Loss: 6.2895
Epoch 23/25... Discriminator Loss: 0.3459... Generator Loss: 4.7208
Epoch 23/25... Discriminator Loss: 0.4182... Generator Loss: 5.9001
Epoch 23/25... Discriminator Loss: 2.8195... Generator Loss: 2.6139
Epoch 23/25... Discriminator Loss: 0.7313... Generator Loss: 1.7303
Epoch 23/25... Discriminator Loss: 0.8060... Generator Loss: 3.1233
Epoch 23/25... Discriminator Loss: 0.3601... Generator Loss: 2.6612
Epoch 23/25... Discriminator Loss: 1.3571... Generator Loss: 2.4430
Epoch 23/25... Discriminator Loss: 1.0995... Generator Loss: 1.5130
Epoch 23/25... Discriminator Loss: 0.9590... Generator Loss: 1.5507
Epoch 23/25... Discriminator Loss: 0.8467... Generator Loss: 1.9311
Epoch 23/25... Discriminator Loss: 1.0832... Generator Loss: 1.5023
Epoch 23/25... Discriminator Loss: 1.0211... Generator Loss: 1.4004
Epoch 23/25... Discriminator Loss: 0.9658... Generator Loss: 1.2030
Epoch 23/25... Discriminator Loss: 0.7097... Generator Loss: 2.0286
Epoch 23/25... Discriminator Loss: 0.4884... Generator Loss: 2.6915
Epoch 23/25... Discriminator Loss: 0.5034... Generator Loss: 5.1394
Epoch 23/25... Discriminator Loss: 0.3947... Generator Loss: 2.9230
Epoch 23/25... Discriminator Loss: 0.9727... Generator Loss: 3.9953
Epoch 23/25... Discriminator Loss: 0.3729... Generator Loss: 3.9179
Epoch 23/25... Discriminator Loss: 0.5980... Generator Loss: 3.4717
Epoch 23/25... Discriminator Loss: 0.3513... Generator Loss: 8.4021
Epoch 23/25... Discriminator Loss: 0.3423... Generator Loss: 5.7251
Epoch 23/25... Discriminator Loss: 0.3532... Generator Loss: 7.1145
Epoch 23/25... Discriminator Loss: 0.3885... Generator Loss: 3.4102
Epoch 23/25... Discriminator Loss: 0.5193... Generator Loss: 13.2241
Epoch 23/25... Discriminator Loss: 0.4956... Generator Loss: 2.7006
Epoch 23/25... Discriminator Loss: 0.3420... Generator Loss: 5.2490
Epoch 23/25... Discriminator Loss: 0.3407... Generator Loss: 6.8739
Epoch 23/25... Discriminator Loss: 0.3888... Generator Loss: 12.2259
Epoch 23/25... Discriminator Loss: 0.3568... Generator Loss: 3.5641
Epoch 23/25... Discriminator Loss: 1.5728... Generator Loss: 3.5727
Epoch 23/25... Discriminator Loss: 0.8472... Generator Loss: 1.6349
Epoch 23/25... Discriminator Loss: 0.7948... Generator Loss: 2.2063
Epoch 23/25... Discriminator Loss: 1.0734... Generator Loss: 1.4423
Epoch 23/25... Discriminator Loss: 0.8011... Generator Loss: 2.9625
Epoch 23/25... Discriminator Loss: 0.6352... Generator Loss: 2.7220
Epoch 23/25... Discriminator Loss: 0.3520... Generator Loss: 4.8651
Epoch 23/25... Discriminator Loss: 0.7548... Generator Loss: 2.2338
Epoch 23/25... Discriminator Loss: 0.4381... Generator Loss: 3.3030
Epoch 23/25... Discriminator Loss: 0.9305... Generator Loss: 1.8217
Epoch 23/25... Discriminator Loss: 0.9924... Generator Loss: 1.2373
Epoch 23/25... Discriminator Loss: 0.5662... Generator Loss: 2.7391
Epoch 23/25... Discriminator Loss: 0.4156... Generator Loss: 3.0686
Epoch 23/25... Discriminator Loss: 0.4560... Generator Loss: 5.2474
Epoch 23/25... Discriminator Loss: 0.4510... Generator Loss: 2.5844
Epoch 23/25... Discriminator Loss: 0.3895... Generator Loss: 3.2976
Epoch 23/25... Discriminator Loss: 0.4239... Generator Loss: 4.2715
Epoch 23/25... Discriminator Loss: 2.6804... Generator Loss: 3.6300
Epoch 23/25... Discriminator Loss: 1.0421... Generator Loss: 2.0401
Epoch 23/25... Discriminator Loss: 0.9990... Generator Loss: 1.6332
Epoch 23/25... Discriminator Loss: 0.9469... Generator Loss: 1.3683
Epoch 23/25... Discriminator Loss: 1.0732... Generator Loss: 1.1423
Epoch 23/25... Discriminator Loss: 1.0491... Generator Loss: 1.6339
Epoch 23/25... Discriminator Loss: 0.6497... Generator Loss: 4.2488
Epoch 23/25... Discriminator Loss: 0.8267... Generator Loss: 2.4508
Epoch 23/25... Discriminator Loss: 0.4691... Generator Loss: 3.3106
Epoch 23/25... Discriminator Loss: 0.4320... Generator Loss: 3.4640
Epoch 23/25... Discriminator Loss: 2.2226... Generator Loss: 2.7869
Epoch 23/25... Discriminator Loss: 0.4194... Generator Loss: 3.0050
Epoch 23/25... Discriminator Loss: 0.9248... Generator Loss: 3.0035
Epoch 23/25... Discriminator Loss: 0.4578... Generator Loss: 2.9271
Epoch 23/25... Discriminator Loss: 0.4478... Generator Loss: 2.8353
Epoch 23/25... Discriminator Loss: 0.3640... Generator Loss: 9.1191
Epoch 23/25... Discriminator Loss: 0.4023... Generator Loss: 3.4798
Epoch 23/25... Discriminator Loss: 0.8335... Generator Loss: 3.8883
Epoch 23/25... Discriminator Loss: 0.3903... Generator Loss: 3.4452
Epoch 23/25... Discriminator Loss: 0.6681... Generator Loss: 2.9781
Epoch 23/25... Discriminator Loss: 0.4136... Generator Loss: 5.6631
Epoch 23/25... Discriminator Loss: 0.5729... Generator Loss: 2.2380
Epoch 23/25... Discriminator Loss: 0.9778... Generator Loss: 2.0159
Epoch 23/25... Discriminator Loss: 0.8194... Generator Loss: 1.7872
Epoch 23/25... Discriminator Loss: 0.9663... Generator Loss: 1.3129
Epoch 23/25... Discriminator Loss: 1.0472... Generator Loss: 1.6773
Epoch 23/25... Discriminator Loss: 1.9140... Generator Loss: 0.8049
Epoch 23/25... Discriminator Loss: 0.3594... Generator Loss: 6.2482
Epoch 23/25... Discriminator Loss: 0.3524... Generator Loss: 6.8142
Epoch 23/25... Discriminator Loss: 0.4018... Generator Loss: 3.1577
Epoch 23/25... Discriminator Loss: 0.3619... Generator Loss: 4.7485
Epoch 23/25... Discriminator Loss: 1.3975... Generator Loss: 1.9187
Epoch 23/25... Discriminator Loss: 0.4657... Generator Loss: 2.9186
Epoch 23/25... Discriminator Loss: 0.6923... Generator Loss: 2.6561
Epoch 23/25... Discriminator Loss: 0.4160... Generator Loss: 5.8427
Epoch 23/25... Discriminator Loss: 0.7197... Generator Loss: 2.6948
Epoch 23/25... Discriminator Loss: 1.0432... Generator Loss: 2.7004
Epoch 23/25... Discriminator Loss: 0.3777... Generator Loss: 3.2881
Epoch 23/25... Discriminator Loss: 0.4290... Generator Loss: 3.2855
Epoch 23/25... Discriminator Loss: 0.3543... Generator Loss: 4.1534
Epoch 23/25... Discriminator Loss: 0.3436... Generator Loss: 5.2883
Epoch 23/25... Discriminator Loss: 0.4480... Generator Loss: 3.0295
Epoch 23/25... Discriminator Loss: 0.4595... Generator Loss: 6.2902
Epoch 23/25... Discriminator Loss: 1.6347... Generator Loss: 3.3421
Epoch 23/25... Discriminator Loss: 0.3712... Generator Loss: 7.8410
Epoch 23/25... Discriminator Loss: 0.4784... Generator Loss: 3.0290
Epoch 23/25... Discriminator Loss: 1.2448... Generator Loss: 1.8776
Epoch 23/25... Discriminator Loss: 0.6225... Generator Loss: 2.7095
Epoch 23/25... Discriminator Loss: 0.3936... Generator Loss: 3.5550
Epoch 23/25... Discriminator Loss: 0.6005... Generator Loss: 3.7416
Epoch 23/25... Discriminator Loss: 0.3570... Generator Loss: 4.0896
Epoch 23/25... Discriminator Loss: 0.3448... Generator Loss: 5.7034
Epoch 23/25... Discriminator Loss: 0.9296... Generator Loss: 1.2025
Epoch 23/25... Discriminator Loss: 0.9686... Generator Loss: 1.4891
Epoch 23/25... Discriminator Loss: 0.9141... Generator Loss: 1.7155
Epoch 23/25... Discriminator Loss: 1.0104... Generator Loss: 1.5941
Epoch 23/25... Discriminator Loss: 1.9592... Generator Loss: 0.8602
Epoch 23/25... Discriminator Loss: 1.0160... Generator Loss: 1.8195
Epoch 23/25... Discriminator Loss: 1.1440... Generator Loss: 1.4886
Epoch 23/25... Discriminator Loss: 1.1556... Generator Loss: 1.3364
Epoch 23/25... Discriminator Loss: 0.7336... Generator Loss: 2.3385
Epoch 24/25... Discriminator Loss: 1.0468... Generator Loss: 2.3316
Epoch 24/25... Discriminator Loss: 0.7899... Generator Loss: 1.7105
Epoch 24/25... Discriminator Loss: 0.6984... Generator Loss: 2.5853
Epoch 24/25... Discriminator Loss: 0.4791... Generator Loss: 2.9575
Epoch 24/25... Discriminator Loss: 0.4738... Generator Loss: 2.6870
Epoch 24/25... Discriminator Loss: 0.6114... Generator Loss: 3.0031
Epoch 24/25... Discriminator Loss: 0.4256... Generator Loss: 3.1857
Epoch 24/25... Discriminator Loss: 2.5945... Generator Loss: 3.3808
Epoch 24/25... Discriminator Loss: 0.8668... Generator Loss: 2.0768
Epoch 24/25... Discriminator Loss: 0.7032... Generator Loss: 3.7599
Epoch 24/25... Discriminator Loss: 0.3506... Generator Loss: 4.7923
Epoch 24/25... Discriminator Loss: 0.9291... Generator Loss: 2.9151
Epoch 24/25... Discriminator Loss: 1.1919... Generator Loss: 2.0363
Epoch 24/25... Discriminator Loss: 0.3999... Generator Loss: 4.4984
Epoch 24/25... Discriminator Loss: 0.6422... Generator Loss: 2.5599
Epoch 24/25... Discriminator Loss: 1.0435... Generator Loss: 3.3549
Epoch 24/25... Discriminator Loss: 0.4411... Generator Loss: 4.9427
Epoch 24/25... Discriminator Loss: 0.4311... Generator Loss: 2.6485
Epoch 24/25... Discriminator Loss: 1.0855... Generator Loss: 1.8077
Epoch 24/25... Discriminator Loss: 1.1029... Generator Loss: 1.6518
Epoch 24/25... Discriminator Loss: 0.9351... Generator Loss: 1.4348
Epoch 24/25... Discriminator Loss: 1.0041... Generator Loss: 1.8142
Epoch 24/25... Discriminator Loss: 0.4223... Generator Loss: 2.9654
Epoch 24/25... Discriminator Loss: 0.4732... Generator Loss: 2.8270
Epoch 24/25... Discriminator Loss: 0.3486... Generator Loss: 5.0884
Epoch 24/25... Discriminator Loss: 0.4760... Generator Loss: 3.3563
Epoch 24/25... Discriminator Loss: 0.3642... Generator Loss: 3.8014
Epoch 24/25... Discriminator Loss: 1.1708... Generator Loss: 3.2666
Epoch 24/25... Discriminator Loss: 0.8158... Generator Loss: 1.9534
Epoch 24/25... Discriminator Loss: 1.1122... Generator Loss: 2.7223
Epoch 24/25... Discriminator Loss: 0.7652... Generator Loss: 2.1597
Epoch 24/25... Discriminator Loss: 0.9233... Generator Loss: 3.4184
Epoch 24/25... Discriminator Loss: 0.4180... Generator Loss: 3.0714
Epoch 24/25... Discriminator Loss: 0.8735... Generator Loss: 3.8536
Epoch 24/25... Discriminator Loss: 0.3758... Generator Loss: 8.9539
Epoch 24/25... Discriminator Loss: 0.4476... Generator Loss: 3.2765
Epoch 24/25... Discriminator Loss: 0.3376... Generator Loss: 8.6854
Epoch 24/25... Discriminator Loss: 1.2929... Generator Loss: 1.3786
Epoch 24/25... Discriminator Loss: 0.5949... Generator Loss: 2.5229
Epoch 24/25... Discriminator Loss: 0.9286... Generator Loss: 2.1037
Epoch 24/25... Discriminator Loss: 0.3416... Generator Loss: 7.2109
Epoch 24/25... Discriminator Loss: 0.3536... Generator Loss: 7.6798
Epoch 24/25... Discriminator Loss: 0.3471... Generator Loss: 8.3962
Epoch 24/25... Discriminator Loss: 0.7761... Generator Loss: 1.7922
Epoch 24/25... Discriminator Loss: 0.4923... Generator Loss: 8.3633
Epoch 24/25... Discriminator Loss: 0.9765... Generator Loss: 4.8474
Epoch 24/25... Discriminator Loss: 0.3498... Generator Loss: 8.6938
Epoch 24/25... Discriminator Loss: 0.4261... Generator Loss: 2.9663
Epoch 24/25... Discriminator Loss: 0.3448... Generator Loss: 5.5073
Epoch 24/25... Discriminator Loss: 0.3468... Generator Loss: 10.2346
Epoch 24/25... Discriminator Loss: 0.4590... Generator Loss: 3.6449
Epoch 24/25... Discriminator Loss: 0.9355... Generator Loss: 2.4925
Epoch 24/25... Discriminator Loss: 0.3682... Generator Loss: 3.9725
Epoch 24/25... Discriminator Loss: 0.3990... Generator Loss: 3.6370
Epoch 24/25... Discriminator Loss: 0.4680... Generator Loss: 2.7944
Epoch 24/25... Discriminator Loss: 1.7629... Generator Loss: 7.4328
Epoch 24/25... Discriminator Loss: 1.3640... Generator Loss: 3.9085
Epoch 24/25... Discriminator Loss: 1.9332... Generator Loss: 1.3746
Epoch 24/25... Discriminator Loss: 1.0888... Generator Loss: 1.6538
Epoch 24/25... Discriminator Loss: 0.8966... Generator Loss: 1.5338
Epoch 24/25... Discriminator Loss: 0.3844... Generator Loss: 6.6429
Epoch 24/25... Discriminator Loss: 1.1871... Generator Loss: 1.5404
Epoch 24/25... Discriminator Loss: 0.3498... Generator Loss: 6.9384
Epoch 24/25... Discriminator Loss: 0.4473... Generator Loss: 3.8568
Epoch 24/25... Discriminator Loss: 0.6232... Generator Loss: 2.2338
Epoch 24/25... Discriminator Loss: 0.3454... Generator Loss: 5.2141
Epoch 24/25... Discriminator Loss: 0.9617... Generator Loss: 2.0901
Epoch 24/25... Discriminator Loss: 0.6110... Generator Loss: 3.3010
Epoch 24/25... Discriminator Loss: 0.4549... Generator Loss: 3.7090
Epoch 24/25... Discriminator Loss: 1.5820... Generator Loss: 5.5957
Epoch 24/25... Discriminator Loss: 0.3872... Generator Loss: 3.6035
Epoch 24/25... Discriminator Loss: 0.4596... Generator Loss: 2.7090
Epoch 24/25... Discriminator Loss: 0.3542... Generator Loss: 4.2128
Epoch 24/25... Discriminator Loss: 0.5379... Generator Loss: 3.7334
Epoch 24/25... Discriminator Loss: 1.8019... Generator Loss: 4.0490
Epoch 24/25... Discriminator Loss: 1.3554... Generator Loss: 1.9481
Epoch 24/25... Discriminator Loss: 0.5078... Generator Loss: 2.6851
Epoch 24/25... Discriminator Loss: 0.3969... Generator Loss: 3.2120
Epoch 24/25... Discriminator Loss: 0.3407... Generator Loss: 5.2524
Epoch 24/25... Discriminator Loss: 0.3403... Generator Loss: 8.8503
Epoch 24/25... Discriminator Loss: 0.3388... Generator Loss: 7.2988
Epoch 24/25... Discriminator Loss: 0.4031... Generator Loss: 2.9402
Epoch 24/25... Discriminator Loss: 0.9664... Generator Loss: 0.8695
Epoch 24/25... Discriminator Loss: 0.9457... Generator Loss: 1.5414
Epoch 24/25... Discriminator Loss: 1.0968... Generator Loss: 1.1816
Epoch 24/25... Discriminator Loss: 0.7814... Generator Loss: 2.1343
Epoch 24/25... Discriminator Loss: 0.3469... Generator Loss: 5.7537
Epoch 24/25... Discriminator Loss: 0.3795... Generator Loss: 4.1459
Epoch 24/25... Discriminator Loss: 1.2448... Generator Loss: 1.7784
Epoch 24/25... Discriminator Loss: 0.3645... Generator Loss: 4.8249
Epoch 24/25... Discriminator Loss: 1.0058... Generator Loss: 1.6053
Epoch 24/25... Discriminator Loss: 1.3441... Generator Loss: 1.0008
Epoch 24/25... Discriminator Loss: 1.0455... Generator Loss: 1.7156
Epoch 24/25... Discriminator Loss: 0.5389... Generator Loss: 9.6068
Epoch 24/25... Discriminator Loss: 0.3517... Generator Loss: 6.4772
Epoch 24/25... Discriminator Loss: 1.0320... Generator Loss: 2.6843
Epoch 24/25... Discriminator Loss: 0.9543... Generator Loss: 1.6171
Epoch 24/25... Discriminator Loss: 0.9631... Generator Loss: 1.4201
Epoch 24/25... Discriminator Loss: 0.5093... Generator Loss: 6.0922
Epoch 24/25... Discriminator Loss: 0.6343... Generator Loss: 1.3474
Epoch 24/25... Discriminator Loss: 0.4847... Generator Loss: 2.9462
Epoch 24/25... Discriminator Loss: 0.3392... Generator Loss: 7.6774
Epoch 24/25... Discriminator Loss: 0.6554... Generator Loss: 2.7642
Epoch 24/25... Discriminator Loss: 0.7631... Generator Loss: 4.7101
Epoch 24/25... Discriminator Loss: 0.6798... Generator Loss: 2.4209
Epoch 24/25... Discriminator Loss: 1.0300... Generator Loss: 2.7858
Epoch 24/25... Discriminator Loss: 0.7178... Generator Loss: 0.8904
Epoch 24/25... Discriminator Loss: 0.6394... Generator Loss: 1.9154
Epoch 24/25... Discriminator Loss: 1.1969... Generator Loss: 2.9323
Epoch 24/25... Discriminator Loss: 1.0150... Generator Loss: 1.8556
Epoch 24/25... Discriminator Loss: 1.0730... Generator Loss: 1.3230
Epoch 24/25... Discriminator Loss: 0.6165... Generator Loss: 2.2037
Epoch 24/25... Discriminator Loss: 0.4762... Generator Loss: 2.6472
Epoch 24/25... Discriminator Loss: 0.9428... Generator Loss: 1.5803
Epoch 24/25... Discriminator Loss: 0.4556... Generator Loss: 3.4987
Epoch 24/25... Discriminator Loss: 0.9644... Generator Loss: 3.5669
Epoch 24/25... Discriminator Loss: 0.4577... Generator Loss: 2.8305
Epoch 24/25... Discriminator Loss: 0.3583... Generator Loss: 3.9070
Epoch 24/25... Discriminator Loss: 0.3494... Generator Loss: 10.2269
Epoch 24/25... Discriminator Loss: 0.3491... Generator Loss: 4.3068
Epoch 24/25... Discriminator Loss: 0.3399... Generator Loss: 9.7843
Epoch 24/25... Discriminator Loss: 0.4473... Generator Loss: 2.6701
Epoch 24/25... Discriminator Loss: 2.8766... Generator Loss: 3.1937
Epoch 24/25... Discriminator Loss: 0.8330... Generator Loss: 4.1430
Epoch 24/25... Discriminator Loss: 1.0905... Generator Loss: 6.4956
Epoch 24/25... Discriminator Loss: 0.4305... Generator Loss: 3.6466
Epoch 24/25... Discriminator Loss: 0.7424... Generator Loss: 2.2886
Epoch 24/25... Discriminator Loss: 0.8683... Generator Loss: 7.4122
Epoch 24/25... Discriminator Loss: 0.3967... Generator Loss: 3.2732
Epoch 24/25... Discriminator Loss: 0.4123... Generator Loss: 2.9198
Epoch 24/25... Discriminator Loss: 0.3830... Generator Loss: 3.5746
Epoch 24/25... Discriminator Loss: 1.3772... Generator Loss: 3.9770
Epoch 24/25... Discriminator Loss: 0.3461... Generator Loss: 9.2329
Epoch 24/25... Discriminator Loss: 0.4065... Generator Loss: 2.9625
Epoch 24/25... Discriminator Loss: 0.4054... Generator Loss: 3.3847
Epoch 24/25... Discriminator Loss: 0.5397... Generator Loss: 2.5251
Epoch 24/25... Discriminator Loss: 0.3726... Generator Loss: 3.3454
Epoch 24/25... Discriminator Loss: 0.3519... Generator Loss: 4.6219
Epoch 24/25... Discriminator Loss: 0.8186... Generator Loss: 2.7975
Epoch 24/25... Discriminator Loss: 0.7835... Generator Loss: 2.7143
Epoch 24/25... Discriminator Loss: 0.7969... Generator Loss: 3.6411
Epoch 24/25... Discriminator Loss: 0.5500... Generator Loss: 2.9428
Epoch 24/25... Discriminator Loss: 0.4302... Generator Loss: 2.9074
Epoch 24/25... Discriminator Loss: 0.3615... Generator Loss: 4.0127
Epoch 24/25... Discriminator Loss: 1.9537... Generator Loss: 4.3250
Epoch 24/25... Discriminator Loss: 0.6971... Generator Loss: 1.9591
Epoch 24/25... Discriminator Loss: 0.3737... Generator Loss: 5.1295
Epoch 24/25... Discriminator Loss: 0.4774... Generator Loss: 3.2218
Epoch 24/25... Discriminator Loss: 0.9299... Generator Loss: 3.7288
Epoch 24/25... Discriminator Loss: 0.5352... Generator Loss: 2.3675
Epoch 24/25... Discriminator Loss: 0.3608... Generator Loss: 6.4759
Epoch 24/25... Discriminator Loss: 0.4317... Generator Loss: 2.6009
Epoch 24/25... Discriminator Loss: 1.0164... Generator Loss: 1.6624
Epoch 24/25... Discriminator Loss: 2.0372... Generator Loss: 2.0799
Epoch 24/25... Discriminator Loss: 1.1404... Generator Loss: 1.8023
Epoch 24/25... Discriminator Loss: 0.3862... Generator Loss: 4.6781
Epoch 24/25... Discriminator Loss: 0.3568... Generator Loss: 4.1170
Epoch 24/25... Discriminator Loss: 0.3452... Generator Loss: 5.4725
Epoch 24/25... Discriminator Loss: 2.7328... Generator Loss: 1.5738
Epoch 25/25... Discriminator Loss: 1.2647... Generator Loss: 1.9827
Epoch 25/25... Discriminator Loss: 1.1336... Generator Loss: 1.6789
Epoch 25/25... Discriminator Loss: 0.9566... Generator Loss: 1.7657
Epoch 25/25... Discriminator Loss: 1.1593... Generator Loss: 1.7773
Epoch 25/25... Discriminator Loss: 1.0108... Generator Loss: 1.8146
Epoch 25/25... Discriminator Loss: 0.9160... Generator Loss: 1.8010
Epoch 25/25... Discriminator Loss: 0.8014... Generator Loss: 1.7172
Epoch 25/25... Discriminator Loss: 1.2851... Generator Loss: 2.4394
Epoch 25/25... Discriminator Loss: 0.3610... Generator Loss: 8.2363
Epoch 25/25... Discriminator Loss: 0.3627... Generator Loss: 3.6493
Epoch 25/25... Discriminator Loss: 0.3555... Generator Loss: 6.4003
Epoch 25/25... Discriminator Loss: 0.3629... Generator Loss: 4.1730
Epoch 25/25... Discriminator Loss: 0.3520... Generator Loss: 6.4544
Epoch 25/25... Discriminator Loss: 0.6114... Generator Loss: 2.5389
Epoch 25/25... Discriminator Loss: 0.5286... Generator Loss: 3.3372
Epoch 25/25... Discriminator Loss: 0.3476... Generator Loss: 9.4498
Epoch 25/25... Discriminator Loss: 0.3412... Generator Loss: 7.7122
Epoch 25/25... Discriminator Loss: 0.3620... Generator Loss: 4.1912
Epoch 25/25... Discriminator Loss: 0.3397... Generator Loss: 7.4330
Epoch 25/25... Discriminator Loss: 0.7412... Generator Loss: 4.3983
Epoch 25/25... Discriminator Loss: 0.7591... Generator Loss: 4.1420
Epoch 25/25... Discriminator Loss: 0.3468... Generator Loss: 10.3295
Epoch 25/25... Discriminator Loss: 0.4311... Generator Loss: 3.0653
Epoch 25/25... Discriminator Loss: 0.9186... Generator Loss: 2.6275
Epoch 25/25... Discriminator Loss: 0.7060... Generator Loss: 3.2219
Epoch 25/25... Discriminator Loss: 2.3601... Generator Loss: 5.6116
Epoch 25/25... Discriminator Loss: 1.0732... Generator Loss: 1.4686
Epoch 25/25... Discriminator Loss: 1.1809... Generator Loss: 1.1620
Epoch 25/25... Discriminator Loss: 1.0073... Generator Loss: 1.5435
Epoch 25/25... Discriminator Loss: 1.1356... Generator Loss: 1.7870
Epoch 25/25... Discriminator Loss: 1.3477... Generator Loss: 1.8158
Epoch 25/25... Discriminator Loss: 0.7179... Generator Loss: 3.9249
Epoch 25/25... Discriminator Loss: 0.4357... Generator Loss: 2.8078
Epoch 25/25... Discriminator Loss: 0.3484... Generator Loss: 8.7103
Epoch 25/25... Discriminator Loss: 0.4151... Generator Loss: 3.1273
Epoch 25/25... Discriminator Loss: 1.3110... Generator Loss: 2.5818
Epoch 25/25... Discriminator Loss: 0.7865... Generator Loss: 1.9563
Epoch 25/25... Discriminator Loss: 2.6698... Generator Loss: 5.5402
Epoch 25/25... Discriminator Loss: 0.4626... Generator Loss: 3.0309
Epoch 25/25... Discriminator Loss: 1.6178... Generator Loss: 4.0784
Epoch 25/25... Discriminator Loss: 0.3584... Generator Loss: 4.9230
Epoch 25/25... Discriminator Loss: 0.7551... Generator Loss: 1.9092
Epoch 25/25... Discriminator Loss: 1.0793... Generator Loss: 1.6502
Epoch 25/25... Discriminator Loss: 0.4983... Generator Loss: 3.0813
Epoch 25/25... Discriminator Loss: 0.4646... Generator Loss: 2.9220
Epoch 25/25... Discriminator Loss: 1.1866... Generator Loss: 1.4082
Epoch 25/25... Discriminator Loss: 1.0598... Generator Loss: 1.8035
Epoch 25/25... Discriminator Loss: 1.1480... Generator Loss: 1.2496
Epoch 25/25... Discriminator Loss: 1.0900... Generator Loss: 1.7787
Epoch 25/25... Discriminator Loss: 0.3983... Generator Loss: 5.1596
Epoch 25/25... Discriminator Loss: 0.5248... Generator Loss: 3.2305
Epoch 25/25... Discriminator Loss: 1.0589... Generator Loss: 5.3993
Epoch 25/25... Discriminator Loss: 0.4993... Generator Loss: 2.7252
Epoch 25/25... Discriminator Loss: 0.6068... Generator Loss: 2.7447
Epoch 25/25... Discriminator Loss: 0.3426... Generator Loss: 8.5619
Epoch 25/25... Discriminator Loss: 0.3479... Generator Loss: 5.4710
Epoch 25/25... Discriminator Loss: 1.0591... Generator Loss: 8.8080
Epoch 25/25... Discriminator Loss: 0.3535... Generator Loss: 5.1906
Epoch 25/25... Discriminator Loss: 0.5617... Generator Loss: 2.3248
Epoch 25/25... Discriminator Loss: 0.5327... Generator Loss: 4.0933
Epoch 25/25... Discriminator Loss: 1.0286... Generator Loss: 6.9435
Epoch 25/25... Discriminator Loss: 1.4119... Generator Loss: 3.6736
Epoch 25/25... Discriminator Loss: 0.8244... Generator Loss: 2.1939
Epoch 25/25... Discriminator Loss: 0.8879... Generator Loss: 3.0624
Epoch 25/25... Discriminator Loss: 0.5610... Generator Loss: 4.5379
Epoch 25/25... Discriminator Loss: 0.3396... Generator Loss: 10.9320
Epoch 25/25... Discriminator Loss: 0.3443... Generator Loss: 7.3937
Epoch 25/25... Discriminator Loss: 0.4043... Generator Loss: 4.3745
Epoch 25/25... Discriminator Loss: 0.3481... Generator Loss: 6.8389
Epoch 25/25... Discriminator Loss: 0.3881... Generator Loss: 3.6934
Epoch 25/25... Discriminator Loss: 0.4018... Generator Loss: 3.1486
Epoch 25/25... Discriminator Loss: 0.3382... Generator Loss: 8.0244
Epoch 25/25... Discriminator Loss: 0.4469... Generator Loss: 2.4564
Epoch 25/25... Discriminator Loss: 0.3494... Generator Loss: 6.8836
Epoch 25/25... Discriminator Loss: 0.4795... Generator Loss: 2.8223
Epoch 25/25... Discriminator Loss: 0.4454... Generator Loss: 2.7888
Epoch 25/25... Discriminator Loss: 1.0361... Generator Loss: 1.3611
Epoch 25/25... Discriminator Loss: 0.3492... Generator Loss: 4.6564
Epoch 25/25... Discriminator Loss: 1.0509... Generator Loss: 1.7099
Epoch 25/25... Discriminator Loss: 1.1526... Generator Loss: 2.8499
Epoch 25/25... Discriminator Loss: 0.3691... Generator Loss: 3.6932
Epoch 25/25... Discriminator Loss: 1.0283... Generator Loss: 3.4288
Epoch 25/25... Discriminator Loss: 0.4718... Generator Loss: 3.2677
Epoch 25/25... Discriminator Loss: 1.4438... Generator Loss: 2.8022
Epoch 25/25... Discriminator Loss: 0.4560... Generator Loss: 3.1590
Epoch 25/25... Discriminator Loss: 1.1006... Generator Loss: 2.6998
Epoch 25/25... Discriminator Loss: 0.3445... Generator Loss: 5.4949
Epoch 25/25... Discriminator Loss: 0.8713... Generator Loss: 1.9279
Epoch 25/25... Discriminator Loss: 1.1064... Generator Loss: 1.5410
Epoch 25/25... Discriminator Loss: 0.7258... Generator Loss: 1.8294
Epoch 25/25... Discriminator Loss: 0.9767... Generator Loss: 4.1814
Epoch 25/25... Discriminator Loss: 0.6441... Generator Loss: 3.1713
Epoch 25/25... Discriminator Loss: 0.4347... Generator Loss: 5.1073
Epoch 25/25... Discriminator Loss: 0.3684... Generator Loss: 3.8364
Epoch 25/25... Discriminator Loss: 0.4438... Generator Loss: 1.8905
Epoch 25/25... Discriminator Loss: 1.0625... Generator Loss: 3.0521
Epoch 25/25... Discriminator Loss: 0.5578... Generator Loss: 2.5401
Epoch 25/25... Discriminator Loss: 0.4269... Generator Loss: 2.7678
Epoch 25/25... Discriminator Loss: 0.4283... Generator Loss: 3.0530
Epoch 25/25... Discriminator Loss: 1.0079... Generator Loss: 1.8903
Epoch 25/25... Discriminator Loss: 0.5073... Generator Loss: 3.4342
Epoch 25/25... Discriminator Loss: 0.3638... Generator Loss: 3.7605
Epoch 25/25... Discriminator Loss: 0.3433... Generator Loss: 5.7270
Epoch 25/25... Discriminator Loss: 0.4967... Generator Loss: 3.0403
Epoch 25/25... Discriminator Loss: 0.4240... Generator Loss: 7.4903
Epoch 25/25... Discriminator Loss: 0.3715... Generator Loss: 6.4949
Epoch 25/25... Discriminator Loss: 0.3441... Generator Loss: 5.1533
Epoch 25/25... Discriminator Loss: 0.3470... Generator Loss: 5.9494
Epoch 25/25... Discriminator Loss: 0.5105... Generator Loss: 3.4382
Epoch 25/25... Discriminator Loss: 0.5014... Generator Loss: 2.4096
Epoch 25/25... Discriminator Loss: 0.3443... Generator Loss: 6.1905
Epoch 25/25... Discriminator Loss: 0.4587... Generator Loss: 5.1814
Epoch 25/25... Discriminator Loss: 0.7529... Generator Loss: 2.1579
Epoch 25/25... Discriminator Loss: 0.7225... Generator Loss: 2.0691
Epoch 25/25... Discriminator Loss: 0.4276... Generator Loss: 7.2057
Epoch 25/25... Discriminator Loss: 1.1692... Generator Loss: 5.2145
Epoch 25/25... Discriminator Loss: 0.5876... Generator Loss: 2.7427
Epoch 25/25... Discriminator Loss: 0.6671... Generator Loss: 2.4286
Epoch 25/25... Discriminator Loss: 0.3723... Generator Loss: 5.6708
Epoch 25/25... Discriminator Loss: 1.7490... Generator Loss: 3.3641
Epoch 25/25... Discriminator Loss: 1.5111... Generator Loss: 1.7756
Epoch 25/25... Discriminator Loss: 0.3577... Generator Loss: 5.7503
Epoch 25/25... Discriminator Loss: 0.3471... Generator Loss: 5.0389
Epoch 25/25... Discriminator Loss: 0.3477... Generator Loss: 6.6457
Epoch 25/25... Discriminator Loss: 0.3427... Generator Loss: 5.5112
Epoch 25/25... Discriminator Loss: 0.4195... Generator Loss: 3.1800
Epoch 25/25... Discriminator Loss: 1.2511... Generator Loss: 2.9357
Epoch 25/25... Discriminator Loss: 1.4526... Generator Loss: 3.1574
Epoch 25/25... Discriminator Loss: 0.5832... Generator Loss: 3.4069
Epoch 25/25... Discriminator Loss: 1.2751... Generator Loss: 0.9794
Epoch 25/25... Discriminator Loss: 1.1016... Generator Loss: 1.7441
Epoch 25/25... Discriminator Loss: 1.0805... Generator Loss: 1.3391
Epoch 25/25... Discriminator Loss: 1.0275... Generator Loss: 1.6069
Epoch 25/25... Discriminator Loss: 0.7348... Generator Loss: 2.1017
Epoch 25/25... Discriminator Loss: 0.6046... Generator Loss: 2.9224
Epoch 25/25... Discriminator Loss: 0.3594... Generator Loss: 4.1749
Epoch 25/25... Discriminator Loss: 0.5495... Generator Loss: 4.0082
Epoch 25/25... Discriminator Loss: 1.2523... Generator Loss: 2.0354
Epoch 25/25... Discriminator Loss: 0.4324... Generator Loss: 3.0337
Epoch 25/25... Discriminator Loss: 0.6185... Generator Loss: 3.1163
Epoch 25/25... Discriminator Loss: 0.3687... Generator Loss: 3.8298
Epoch 25/25... Discriminator Loss: 1.1335... Generator Loss: 1.6516
Epoch 25/25... Discriminator Loss: 0.8528... Generator Loss: 1.4323
Epoch 25/25... Discriminator Loss: 0.3822... Generator Loss: 4.2683
Epoch 25/25... Discriminator Loss: 1.9098... Generator Loss: 0.5893
Epoch 25/25... Discriminator Loss: 1.1645... Generator Loss: 1.7907
Epoch 25/25... Discriminator Loss: 1.0034... Generator Loss: 1.5353
Epoch 25/25... Discriminator Loss: 0.9730... Generator Loss: 1.5425
Epoch 25/25... Discriminator Loss: 1.0435... Generator Loss: 1.4054
Epoch 25/25... Discriminator Loss: 0.4053... Generator Loss: 3.3815
Epoch 25/25... Discriminator Loss: 0.6398... Generator Loss: 6.7424
Epoch 25/25... Discriminator Loss: 0.3541... Generator Loss: 5.0571
Epoch 25/25... Discriminator Loss: 0.5656... Generator Loss: 8.1989
Epoch 25/25... Discriminator Loss: 0.6461... Generator Loss: 2.2799
Epoch 25/25... Discriminator Loss: 0.3942... Generator Loss: 3.7095
Epoch 25/25... Discriminator Loss: 0.4036... Generator Loss: 2.8809
Epoch 25/25... Discriminator Loss: 1.1410... Generator Loss: 1.8023
Epoch 25/25... Discriminator Loss: 0.5783... Generator Loss: 1.9044
Epoch 25/25... Discriminator Loss: 0.3549... Generator Loss: 4.3234

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.